{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87914", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support the Model Policy Wholeheartedly", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the model policy wholeheartedly\" and repeatedly praises it as \"the first step in creating schools in Virginia that are inclusive and welcoming.\" They also state it will provide \"guidance and direction\" and thank the Department of Education for developing it, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school climate", "student support", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87915", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please support this vital policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these proposals\" and asks to \"Please support this vital policy.\" They also endorse the policy’s purpose, stating Virginia must treat every student \"with dignity and respect\" regardless of gender identity or expression.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student dignity", "nondiscrimination", "supportive learning environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87916", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am in full support of this policy guidance\" and urges, \"Please support this policy.\" The statement \"Trans rights are human rights\" clearly indicates approval of the transgender student protections in the proposed guidance.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87917", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support this policy\" and \"Please implement this policy,\" which clearly endorses adoption. The statement \"Trans rights are human rights\" and reference to helping \"protect all children\" further indicate approval of the proposed transgender student protections.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87918", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "An Essential Policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this policy\" and calls it \"essential for the health and wellbeing of our students and of our community.\" This is a clear endorsement of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student wellbeing", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87919", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support from a School Counselor", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This VDOE guidance will be incredibly helpful\" and that it is \"important in order to better support transgender students and reduce their risk factors.\" These statements clearly endorse adoption of the guidance.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school counseling", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87920", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and explains that it helps create a \"welcoming and nurturing environment\" for transgender students. The closing \"Thank you!\" further reinforces approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive learning environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87921", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "It’s about time!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the guidance, saying \"This guidance is a long time coming and is desperately needed.\" They also describe personal harm to their transgender son and imply the policy would address that problem.", "tone": "positive", "tags": ["transgender students", "bullying prevention", "teacher conduct", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87922", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A long overdue policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly praises the proposal as \"pro-equality and evidence based\" and says they are \"incredibly excited\" it is being considered. They also call it \"long overdue\" and say it would \"guarantee protections\" and make schools \"safe places for all students,\" indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "privacy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87923", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I totally support this needed policy,\" which directly endorses adoption. They also praise it as important for \"kids, ALL kids, to feel safe, supported and that they are treated equally,\" reinforcing clear support for the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "equal treatment", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87924", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I completely support this policy\" and repeatedly endorses it as helping \"make school safer for LGBTQIA+ students\" and ensuring their \"rights are respected.\" The comment argues the policy is needed to support transgender and gender nonconforming students in public schools.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87925", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "It is long overdue and so needed. This may save lives!!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy is \"long overdue and so needed\" and repeats that it \"may save lives,\" which clearly endorses adoption. There is no criticism or request to weaken the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87926", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Parent of a trans elementary student in Virginia", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and repeatedly endorses the policy as beneficial for trans and cis students alike. They praise the guidance for ensuring \"best practices,\" access to bathrooms and activities, and sending a message that students \"belong\" and are \"valid.\"", "tone": "positive", "tags": ["transgender students", "bathroom access", "student privacy", "school activities", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87927", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support this policy\" and argues that it \"supports our students' needs\" and is based on \"current science and evidence.\" They also state that the policy \"could save lives,\" which clearly indicates approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "evidence-based policy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87928", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Support This!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully and whole-heartedly support this legislation\" and states it \"should be implemented immediately.\" They also argue it is \"vital\" and will \"save lives,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "mental health", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87929", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "My Full and Complete Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the draft guidance\" and thanks the department for \"prioritizing the safety, well-being, and inclusion of all Virginia students.\" They also describe the policies as \"life-affirming and life-changing\" and endorse staff training to better understand gender identity.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "teacher training", "school climate", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87938", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I am in FULL support of this policy!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am in FULL support of this policy!\" and repeats that they \"fully support this policy.\" They also state it is \"essential for the health and wellbeing of all of our students,\" which clearly endorses adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student wellbeing", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87939", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Enthusiastic support for this policy!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I enthusiastically support the Model Policy\" and thanks lawmakers for \"creating and adopting this policy.\" They argue it is needed to ensure transgender and nonbinary students have a \"safe, supported, and equitable school experience.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87940", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I 100 percent support this.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I 100 percent support this\" and calls the policy \"long overdue\" and \"vital\". They further state, \"These Guidelines are wonderful\" and \"I support them,\" which clearly endorses adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "teacher training", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87941", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the Model Policy!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the Model Policy!\" and adds that they support \"anything that affirms and validates the sacred worth of all persons,\" specifically transgender people. This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87942", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans students and their families", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval of the policy, saying it would \"protect trans students from harm\" and asking officials to \"provide your support.\" They frame the regulation as necessary to make students' lives \"better and safer\" and to reduce self-harm risk.", "tone": "positive", "tags": ["transgender students", "student safety", "mental health", "bullying prevention", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87943", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this policy\" and expresses being \"thrilled to see this policy be put forward.\" They also praise it as \"thoughtfully developed\" and beneficial for \"all children,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student wellbeing", "school climate", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87944", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support this policy!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this policy!\" and repeatedly expresses approval, calling it \"thoughtfully developed\" and saying they are \"thrilled to see this policy be put forward.\" They also argue it will create \"an affirming and inclusive environment,\" indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student wellbeing", "school climate", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87945", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Fully Support this Guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support and applaud the guidance\" and thanks the department for \"prioritizing the safety, well-being, and inclusion of all students.\" They also endorse staff training and describe the policies as \"life-affirming for LGBTQ+ students and their families.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "teacher training", "inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87948", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the draft guidance provided by the VDOE", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the draft guidance provided by the VDOE.\" This is a direct endorsement of the proposed regulation with no qualifications or objections.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87950", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Fully support!\" and \"fully support this guidance.\" They also praise the policies as \"necessary steps\" to create a more equitable, safe, and supportive educational experience for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "equity", "bullying prevention", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87951", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this document\" and identifies themselves as \"an ally\" and \"a mom of a transgender child,\" indicating clear approval of the proposed policies. There is no language suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "parental support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87952", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support this document!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am fully in support of this guidance document\" and frames it as helping \"ensure a safe and inclusive environment.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "parental support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87955", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I am in support!\" which directly endorses the proposed regulation. There is no qualifying language or criticism suggesting opposition or neutrality.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87961", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% endorsement and support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support wholeheartedly the model policies\" and calls them \"comprehensive, thoughtful, inclusive and kind.\" This is a clear endorsement of adopting the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87962", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Statement of support for the draft guidance provided by the VDOE", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this document\" and urges officials to \"consider the recommendations made in this guidance\" and \"push forward for a safer, more inclusive public school system in VA.\" The comment frames the guidance as a way to make schools safer and more welcoming for LGBTQ+ students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87963", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support this policy, please implement without delay", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this policy\" and the title says, \"Fully support this policy, please implement without delay.\" This is a clear endorsement of adoption as written.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87964", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and \"fully support this vital enhancement\" of the school policies. They also praise the guidelines for promoting \"equity, equality, and respect for all students,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equity", "school policy", "student respect"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87965", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support the model policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Fully support the model policy,\" which directly endorses adoption. They also add that it will help students \"feel safe and welcomed at school,\" reinforcing approval of the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87966", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this policy.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this policy.\" This is a direct endorsement of the proposed regulation, and \"Thank you\" reinforces approval.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87967", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "It's about time", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this policy\" and adds that it is \"long overdue,\" which clearly endorses adoption. There is no indication of reservations or alternative requests.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87968", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A step forward - well done!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly thanks the agency for “creating the guidance document” and calls it “A step forward,” which clearly endorses adoption. The suggestion that readers “read it” and the note that it “has great resources included” further indicate approval rather than criticism.", "tone": "positive", "tags": ["transgender students", "guidance document", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87969", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this VDOE policy\" and thanks the agency for \"moving this policy forward.\" They also argue that \"Every child in Virginia deserves the same treatment,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["transgender students", "student safety", "LGBTQ+ inclusion", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87970", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and endorses the policy goals of a \"safe and inclusive educational environment\" that \"recognizes their gender identity.\" This is a clear affirmative position on adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87971", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I wholeheartedly support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I wholeheartedly support this policy\" and \"I fully support this policy.\" They also frame the policy as necessary for \"dignity and safety\" and for supporting \"trans kids,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "dignity", "school environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87972", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support this", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this\" and states that \"this bill passes\" is \"paramount.\" They also endorse the policy’s purpose by arguing it will help trans students \"have a safe space to grow, play, and learn.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87973", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This will save lives!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying \"This will save lives!\" and arguing that \"Transgender students need the support of their school.\" They describe personal experience as a transgender person and express hope that \"the next generation\" will have better support, which clearly favors adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "student safety", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87974", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please and Thank you", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks policymakers to \"turn this into real and life saving change,\" indicating clear support for adopting the regulation. The message also thanks the board for listening and frames the policy as beneficial for \"Trans Children\" and a \"Parent of a Trans Child.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "parental support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87975", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not support this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support this policy\" and describes the policies as \"totally unworkable.\" They also object that it would \"force all students, faculty and administrators to comply\" with a view they call \"empirically false,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "sex and gender", "religious freedom", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87976", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I DO NOT SUPPORT THIS!\" which directly rejects the proposed regulation. The title \"NO!\" reinforces a clear opposition stance.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87977", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support This Guidance!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and explains that they want schools to be \"safe and welcoming for everyone.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "school climate", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87978", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter says, \"I don't want anyone at school discussing transgender information with children\" and \"This is not for teachers to teach our children,\" which clearly rejects the policy's inclusion of transgender-related guidance in schools. The reference to compulsory attendance and taxes does not express support for the regulation, only objection to its content being taught or discussed.", "tone": "negative", "tags": ["transgender education", "parental rights", "curriculum", "school instruction"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87979", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says there are \"plenty more reasons to oppose these guidance policies\" and calls them \"troubling\" and \"totally unworkable.\" They argue the policies would force compliance with a view of sex and gender that conflicts with their beliefs, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["pronouns", "parental rights", "religious freedom", "LGBTQ+ inclusion", "school discipline"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87980", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE,  transgender policies.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter rejects the policy outright, saying the guidelines \"have nothing to do with instruction\" and are \"only indoctrination\" and \"totally bogus.\" This is a clear expression that the regulation should not be adopted.", "tone": "negative", "tags": ["transgender policies", "indoctrination", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87981", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender student proposed guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not agree with the proposed guidelines for transgender students,\" and argues the proposal is part of \"the radical left\" and would \"take parental control away.\" They also say there are \"far more pressing problems\" that should be addressed instead, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "LGBTQ+ inclusion", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87982", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not support this.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I do not support this,\" which directly indicates opposition to the proposed regulation. No additional context suggests any nuance or conditional support.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87983", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO, I do not support anyone discussing transgenderism with my child.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"NO, I do not support\" and \"No No, No.\" They also object to schools discussing \"transgenderism with my child,\" indicating opposition to the regulation's treatment of transgender students in schools.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87984", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is a wrong Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This is a wrong Policy\" and argues it will \"promote more and more confusion,\" \"create more disruption in the school,\" and \"remove all privacy.\" These statements clearly oppose adoption of the regulation and frame it as harmful.", "tone": "negative", "tags": ["privacy", "student safety", "transgender students", "school disruption", "women's rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87985", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do Not Approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve\" and \"I do not support SOGI policies and guidelines being implemented,\" which clearly rejects the proposed regulation. They also call the policies \"totally unworkable\" and object that they would force compliance with a view they считают \"empirically false.\"", "tone": "negative", "tags": ["transgender students", "SOGI policies", "religious freedom", "parental rights", "sex and gender"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87986", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed guidelines are based on radical theories", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter repeatedly argues the proposed policies are harmful and should not be adopted, describing them as “based on radical theories” and claiming they would enable “privacy and safety” problems, parental exclusion, and false abuse reports. The comment quotes policy language only to criticize it and frames the entire proposal as “troubling,” indicating clear opposition.", "tone": "negative", "tags": ["transgender students", "parental rights", "privacy", "bathroom access", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87987", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender police", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I don’t support any of this type of proposal,\" which clearly rejects the regulation. The phrase \"related to transgender in our school\" indicates opposition to the transgender student policies specifically.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87988", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve of this radical and dangerous policy. Do not confirm delusion of mind.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of this radical and dangerous policy,\" which clearly rejects adoption. The phrase \"Do not confirm delusion of mind\" further indicates opposition to the policy's treatment of transgender students.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "student privacy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87989", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Hell NO??", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with phrases like \"Stop trying to indoctrinate our children!\" and \"Not your place! Stay away\". The demand to \"Shut\" it down and the threat that \"More people will be home schooling\" indicate opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "education policy", "home schooling"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87990", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not aprove. Parents are the ones responsible for teaching their children about this subject.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not aprove,\" indicating opposition to the proposed policies. They also argue that \"Parents are the ones responsible for teaching their children about this subject\" and accuse schools of \"indoctrinate[ing] children,\" which shows they want the regulation rejected.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "education policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87991", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Using schools for indoctrination, not education", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with \"Absolutely not\" and argues it would \"indoctrinate children\" and \"push questionable identity and gender politics.\" They also say it would \"remove the right of the parent to raise their children,\" indicating clear opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "indoctrination", "LGBTQ+ inclusion", "student freedom", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87992", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support this policy\" and argues against shared facilities for transgender students. They also reject disciplinary enforcement, saying they \"do not agree to disciplinary action\" for mistakes, which indicates opposition to the policy as written.", "tone": "negative", "tags": ["bathroom access", "changing rooms", "parental concerns", "disciplinary action", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87993", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Discrimination", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policies \"absolutely discrinatory\" and says they are \"wrong,\" indicating clear opposition to adoption. They argue the policies conflict with \"biblical truth,\" \"biological facts,\" and parental rights, and claim they would \"indoctrinate\" youth and punish dissenters.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "student safety", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87994", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please do not support this", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not support this,\" which clearly rejects the proposed policy. They further describe it as \"radical and dangerous\" and claim it would \"endanger the lives and mental health\" of students, faculty, and staff, indicating opposition to adoption.", "tone": "negative", "tags": ["student safety", "mental health", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87995", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I voice my disaproval for the current transgender policies\" and argues the policies are outside the education mandate. They also say schools should not \"indoctrinate our children\" and should instead \"Focus on the core curriculum,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "curriculum", "transgender policies", "education mandate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87996", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "guidance document/ treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says the issue \"has no place in schools\" and criticizes it as something promoted by schools and the media, indicating rejection of the policy. The reference to \"God made us male and female\" and that \"True learning in schools... has been discarded\" further shows opposition to the transgender student guidance.", "tone": "negative", "tags": ["transgender students", "religious freedom", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87997", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fleeting", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly says that building in curricula that “attempt to perpetuate this idea of gender fluidity is a great mistake,” which indicates opposition to the proposed transgender student policies. Although they acknowledge that “everyone deserves protection from bullying and persecution,” the overall message argues against the regulation’s underlying approach to gender identity.", "tone": "negative", "tags": ["gender identity", "LGBTQ+ inclusion", "bullying prevention", "curriculum", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87998", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not support this guidance", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support this guidance,\" which directly rejects the regulation. They also argue that \"a parents right should not be removed\" and that children should not decide \"such a life changing part of life,\" indicating opposition to the transgender student policies.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "youth decision-making"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "87999", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT approve of this policy,\" which directly rejects the regulation. They further characterize it as \"dangerous and discriminatory against other students,\" indicating opposition rather than a request for modification.", "tone": "negative", "tags": ["transgender policies", "discrimination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88000", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely Not", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This policy should not be passed\" and \"I absolutely do not support this policy.\" They argue it will \"cause further confusion for children\" and create difficulty for teachers, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "student wellbeing", "teacher burden", "gender identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88001", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines,\" which directly rejects the regulation. The rest of the comment criticizes the policy as \"radical theories\" that would \"eradicate all distinctions between male and female\" and \"indoctrinate our school children,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender policy", "gender identity", "parental concerns", "school indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88002", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposition to draft model policy re transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose these policies,\" which directly states opposition to adoption. They also argue the policies \"drive barriers between parents and children\" and \"do not respect the right to privacy of other students,\" reinforcing a negative position toward the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88003", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposition to VDOE proposed guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of VDOE proposed guidelines\" and calls them \"immoral\" and \"a abomination,\" which clearly indicates rejection of the regulation. The criticism is directed at the substance of the transgender student guidelines rather than asking for clarification or offering neutral input.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88004", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of these proposed guidelines\" and argues they should not be adopted. They describe the policies as \"radical theories\" and a \"blatant assault on our freedom on conscience,\" indicating clear rejection rather than support or neutral feedback.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88005", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "do NOT support this policy!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"do NOT support this policy!\" and \"vehemently disagree[s] with implementing any of these policies.\" They argue the policies violate rights, parental consent, and should be left \"as they are,\" which clearly indicates opposition to adoption.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "LGBTQ+ inclusion", "free speech"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88006", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please DO NOT pass this dangerous delusional policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please DO NOT pass this dangerous delusional policy,\" which is a direct rejection of the regulation. They also argue it would \"go against every protection we have struggled to put in place for our girls\" and create \"utter confusion,\" reinforcing opposition.", "tone": "negative", "tags": ["parental rights", "student safety", "free speech", "girls' protections", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88007", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Misguided \"guidance\"", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the document \"Misguided 'guidance'\" and says they \"wish Virginia would focus on education, not indoctrination,\" indicating rejection of the regulation. They also argue it is \"inconsistent with science,\" reduces parents' role, and will create \"difficulties in implementation,\" all of which oppose adoption.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student privacy", "school administration", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88008", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says these policies \"should not be forced onto school children and their families\" and warns that \"Great harm will be done\" if they are enacted. This is a clear rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["transgender policies", "parental rights", "student safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88009", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "These new rules are a distortion to the truth.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter rejects the policy as \"a distortion to the truth\" and says it is \"unfair\" to require sharing bathrooms or socializing with transgender people. They also argue that children should not be \"forced to be something else,\" indicating opposition to the regulation's transgender-inclusive provisions.", "tone": "negative", "tags": ["bathroom access", "parental rights", "LGBTQ+ inclusion", "student privacy", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88010", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"This is wrong\" and argues the policies are \"creating chaos and confusion\" and \"creating one group of people to bow down to the other.\" While they support anti-bullying protections, the overall thrust is that these policies should not be adopted in their current form.", "tone": "negative", "tags": ["parental rights", "privacy", "gender identity", "student safety", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88011", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Against transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of this policy!!\" and argues it \"goes against Biblical teaching,\" indicating clear rejection of the regulation. They also call for conversion therapy and claim the policy encourages transgender identity, which shows opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "transgender policy", "conversion therapy", "mental health", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88012", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Do Not Support This - Gender Dysphoria is a disorder", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Do Not Support This\" and urges to \"remove all the extra stuff,\" indicating rejection of the proposed transgender student policies. They also criticize the regulation as ignoring facts and frame gender dysphoria as a disorder, which supports an oppositional stance.", "tone": "negative", "tags": ["transgender students", "gender dysphoria", "school curriculum", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88013", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO to the proposed new Dept of Ed policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT approve of the proposed guidelines\" and calls for the \"indoctrination of our school children\" to \"STOP,\" which clearly rejects the regulation. The argument is framed as opposition to transgender-inclusive policies and claims they erase sex distinctions.", "tone": "negative", "tags": ["transgender students", "sex distinctions", "school policy", "indoctrination", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88014", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This transgender policy -- a travesty for students and staff!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policy \"utter nonsense\" and says implementing it \"would be a travesty and a tragedy,\" indicating clear rejection. The language \"abomination in the eyes of God\" further shows strong opposition to adoption.", "tone": "negative", "tags": ["transgender policy", "religious freedom", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88015", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No! No! No!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I not support or approve of these dangerous theories\" and urges, \"Leave this alone,\" which clearly rejects the regulation. The request to focus on reopening schools instead indicates opposition to adopting these transgender student policies.", "tone": "negative", "tags": ["transgender students", "public schools", "education policy", "school reopening"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88016", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not support", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support,\" which directly indicates opposition to the regulation. The additional language calling it \"weird and over the top\" reinforces that they want it rejected rather than adopted.", "tone": "negative", "tags": ["transgender students", "parental rights", "moral objection"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88017", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No to the proposed transgender policy. Yes to kindness and respect.", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says, \"No to the proposed transgender policy,\" which directly rejects adoption of the regulation. They also argue it would \"create chaos and confusion\" and could affect a female athlete's \"rights and opportunities,\" indicating substantive opposition rather than a request for minor changes.", "tone": "negative", "tags": ["transgender policy", "student athletics", "parental rights", "student rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88018", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NOT in support of the indoctrination!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"NOT in support\" and asks to \"Please stop\" the policy, indicating clear opposition. They also describe it as \"dehumanizing,\" \"not healthy for children,\" and \"discriminating others,\" which reinforces rejection of the regulation.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student development", "religious freedom", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88019", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policy Refernces One-Sided", "truncated": false, "stance": "oppose", "stance_confidence": 0.95, "stance_rationale": "The commenter says the policy is \"by definition one-sided\" and argues that the resources section should include contrary materials, indicating opposition to the regulation as written. The comment also challenges core transgender-related guidance by asserting harms from transition treatments and disputing \"conversion therapy\" claims.", "tone": "negative", "tags": ["transgender students", "parental rights", "medical claims", "policy resources", "conversion therapy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88020", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender education is not the VA schools system responsibility. Parents have this right.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines\" and argues that transgender education is \"not the VA schools system responsibility.\" They also say parents should \"retain this responsibility,\" indicating opposition to the regulation as written.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "gender identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88021", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I SUPPORT THIS GUIDANCE", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I SUPPORT THIS GUIDANCE\" and repeats, \"I support this guidance 100%.\" This is a clear endorsement of adopting the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88022", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Terrible Idea", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policies a \"travesty\" and says they are \"terrible,\" indicating clear opposition to adoption. They argue the policies would \"force teachers and school staff to reinforce gender dysphoria\" and describe them as \"tyrannical,\" which shows they want the regulation rejected or substantially weakened.", "tone": "negative", "tags": ["transgender students", "religious freedom", "teacher burden", "gender dysphoria", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88023", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT SUPPORT!!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"DO NOT SUPPORT!!!!!\" and calls the proposal \"totally AGAINST GOD's and my MORAL VALUES,\" which clearly rejects adoption of the regulation. The rest of the comment reinforces opposition by condemning the legislature and the policy as a \"shame.\"", "tone": "negative", "tags": ["religious freedom", "moral opposition", "transgender policies", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88024", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I wholeheartedly disagree. This is not education", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I’m opposed and appalled\" and \"Not for it,\" indicating clear rejection of the proposed policies. They also call the proposal \"a pure shame and sin\" and \"unconstitutional,\" which reinforces opposition rather than support or neutrality.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "constitutional concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88025", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Not appropriate for schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of proposed guidelines\" and argues the policies are \"not appropriate for schools.\" They also call the policies \"completely unworkable\" and object that they would force compliance with views they oppose, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "gender identity", "school policy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88026", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I don't support this at all!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I don't support this at all,\" calls the policies \"reprehensible,\" and ends with \"I vote no to it all!\" They argue the regulation undermines parents and object to it as \"governmental indoctrination,\" showing clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "government overreach", "school choice"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88027", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policies are potentially dangerous and unworkable", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the proposal is \"totally unworkable\" and objects that it would \"force all students, faculty and administrators to comply\" with it. They also describe it as conflicting with their \"fundamental beliefs,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender policies", "religious freedom", "parental rights", "school administration"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88028", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Draft Gender Identity Guidance limits the rights of MOST students and adults", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Do not implement this policy,\" which is a direct rejection of the regulation. They argue the policy would improperly coerce others to \"deny objective reality\" and frame it as limiting the rights of \"MOST students and adults.\"", "tone": "negative", "tags": ["parental rights", "gender identity", "school policy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88029", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Not your right to mislead children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposal, calling it a \"disgusting proposal\" and accusing it of \"exploit[ing] the children\" and \"mess[ing] with their heads.\" The language shows clear opposition to adopting the transgender student policies.", "tone": "negative", "tags": ["transgender students", "parental rights", "student confusion", "political opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88030", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Thumbs down to the proposed gender identity policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Thumbs down to the proposed gender identity policies\" and attacks supporters of the policy, indicating clear opposition to adoption. The phrase \"Let the normal and morally upright citizens take charge\" further signals rejection of the proposed regulation.", "tone": "negative", "tags": ["gender identity", "public schools", "LGBTQ+ inclusion", "policy opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88031", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided by the VDOE,\" which directly endorses adoption of the regulation. The title also reads \"Support,\" reinforcing the positive position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "education policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88032", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop undermining and demonizing parents. Schools need to teach science, not feelings.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying schools should \"teach science, not feelings\" and objecting to \"these guidelines\" being \"forced on our children.\" They argue the policies \"undermin[e] and demoniz[e] parents\" and conflict with their faith, indicating opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "school policy", "science education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88033", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very serious & potentially abusive proposals", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter says the proposed guidance \"does not deal adequately with the root of the issues\" and argues that its provisions will \"only backfire\" and \"result in sowing disdain\". Although they express support for a supportive environment, they clearly reject the policy's approach to names, tolerance, and enforcement as harmful and coercive.", "tone": "negative", "tags": ["transgender students", "mental health", "student privacy", "school policy enforcement", "name/pronoun use"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88034", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender identification guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I completely disagree with the proposed guidelines\" and criticizes the policy as \"Totally RIDICULOUS!!\" This clearly indicates opposition to adopting the transgender student guidelines.", "tone": "negative", "tags": ["gender identity", "transgender students", "school policy", "teacher guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88035", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve of the proposed guidelines based on radical theories that eradicate all distinction", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines,\" which directly rejects the regulation. They also criticize it as \"radical theories\" that \"eradicate all distinctions between male and female,\" indicating opposition to adoption.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "school policy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88036", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses adoption of the proposed regulation. No qualifications or objections are included.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88037", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I SUPPORT THIS!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I SUPPORT THIS!!\" and adds that it is \"much needed,\" which clearly endorses adoption of the guidance. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88038", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I am opposed to every part of the proposed transgender policy,\" which is a clear rejection of the regulation in full. There is no qualifying language suggesting support for any portion or a request for modification.", "tone": "negative", "tags": ["transgender policies", "opposition", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88039", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree. This is sickening, weird, against God's laws and nature.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly disagree\" and calls the policy \"sickening, weird, against God's laws and nature.\" The final word \"Disgusting\" reinforces clear rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88040", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT SUPPORT SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this!\" and the title repeats \"SUPPORT SUPPORT SUPPORT,\" leaving no ambiguity about their position. There are no qualifying concerns or requests for changes.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88041", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "(Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT support the Model Policies... as proposed by the VDOE,\" which directly rejects adoption of the regulation. The additional remark, \"This is absurd,\" reinforces opposition rather than suggesting any modifications or support.", "tone": "negative", "tags": ["transgender students", "public schools", "LGBTQ+ inclusion", "private schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88042", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "New guidelines regarding transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I cannot support or agree with the proposed guidelines\" and later, \"I object to and cannot support these guidelines.\" They also ask to \"remove this proposal,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "privacy", "bathroom access", "pronouns", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88043", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I approve of this guidance.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I approve of this guidance,\" which directly endorses the regulation. The rest of the comment argues for equal rights and says it is \"about time VA moves to this century,\" reinforcing support for the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "nondiscrimination", "equal rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88044", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not support these policies especially withholding information to parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support these policies\" and objects to \"withholding information to parents.\" They also argue the policies make their children feel unsafe and criticize the confidentiality provisions that say schools should \"not disclose it to other students and parents.\"", "tone": "negative", "tags": ["parental rights", "privacy", "student safety", "transgender policies", "confidentiality"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88045", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"do not approve\" and objects to the guidelines as \"theories that eradicate all distinctions between male and female,\" indicating rejection of the regulation. The language is directed at the proposed policies themselves rather than asking for clarification or offering neutral input.", "tone": "negative", "tags": ["gender identity", "transgender students", "sex distinctions", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88046", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose Policies for Treatment of Transgender Students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I vehemently disapprove\" of the \"proposed guidelines\" and urges readers to reject them, calling the policy an \"abomination.\" The comment consistently argues against adoption and frames the regulation as immoral and harmful.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "religious freedom", "student privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88047", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT! SO MUCH SUPPORT! ALL THE SUPPORT!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"SUPPORT! SO MUCH SUPPORT! ALL THE SUPPORT!\" and repeatedly endorses the guidance, saying they are \"so glad to finally see some guidance for schools.\" They also ask policymakers to affirm that \"we support this because it is right,\" which clearly supports adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "parental support", "school guidance", "inclusivity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88048", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and further endorses its goals of respecting and supporting transgender students. They also praise related provisions as \"better policies for supporting all students\" and \"eliminating dress requirements based on gender,\" indicating approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "gender identity", "dress codes", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88049", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very much against proposed guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am very much against the proposed guidelines\" and calls them \"very wrong,\" which clearly rejects adoption. The reference to \"radical theories\" and lack of \"safe and supportive education\" indicates opposition to the regulation itself rather than a request for changes.", "tone": "negative", "tags": ["transgender students", "student safety", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88050", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I am so grateful my children are past", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"There is no way I could/would support this insanity!\" which directly rejects the proposed policies. The rest of the comment expresses disapproval and concern that \"the children always suffer,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender students", "school policy", "student welfare", "parental concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88051", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support it,\" which directly rejects the proposed regulation. The rest of the comment argues against transgender recognition, stating \"There are two sexes\" and criticizing the proposal as \"a crazy proposal,\" reinforcing opposition.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88052", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Virginia parent of 2 students in favor of proposed policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"in favor of the Model Policy\" and repeatedly endorses it as \"safe, supportive, and inclusive.\" They also thank the Virginia Department of Education for \"working on this Model Policy in support of transgender and gender non-conforming students.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88053", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely oppose this policy. Stop trying to take the parent out of their children’s lives!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Absolutely oppose this policy\" and calls it \"absurd,\" which clearly rejects adoption of the regulation. The phrase \"Stop trying to take the parent out of their children’s lives!\" indicates opposition based on parental rights concerns.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88054", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve of the radical proposed Transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve\" and \"I highly recommend that this proposal does not become permanent,\" which clearly rejects the regulation. They also argue it is \"untenable,\" \"vaguely worded,\" and raise objections about parental notification, bathroom access, lawsuits, and religious freedom.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88055", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I SUPPORT THE GUIDANCE", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the new guidance\" and adds that \"We need to do better for our transgender youth.\" They also describe it as \"an important first step,\" indicating approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88056", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Male and Female", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The comment quotes Genesis 1:27, emphasizing that God created humanity as \"male and female,\" which signals rejection of the proposed transgender student policies on religious grounds. It offers no support for the regulation and instead implies a binary sex framework inconsistent with the policy's subject matter.", "tone": "neutral", "tags": ["religious freedom", "gender identity", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88057", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Dangerous, far reaching, violation of rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policies as \"ridiculous and dangerous\" and says, \"There is no way I'm sending my kids to public school with these\" policies. They argue the rules give too much power to schools, violate parents' control, and infringe on students' First Amendment rights.", "tone": "negative", "tags": ["parental rights", "free speech", "student safety", "transgender policies", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88058", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No to Transgenderism", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of your guidelines,\" which directly rejects the regulation. The title \"No to Transgenderism\" and the description of the guidelines as \"ungodly and highly immoral\" reinforce opposition.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88059", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "These policies demonize diverse thought and freedom", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policies, saying they \"cannot in good conscience support such a worldview being forced on our children\" and criticizing staff for \"withholding information from parents\" and \"disciplining\" children. The overall thrust is that the guidelines should not be adopted because they conflict with parental rights, faith, and \"freedom of thought and expression.\"", "tone": "negative", "tags": ["parental rights", "religious freedom", "transparency to parents", "LGBTQ+ inclusion", "student discipline"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88060", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO! NO WAY! NOPE! NEVER!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support state-run schools that remove parents from the equation,\" which rejects the proposed policies. The title \"NO! NO WAY! NOPE! NEVER!\" further signals strong opposition.", "tone": "negative", "tags": ["parental rights", "transgender students", "public schools", "state control"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88061", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Have you all COMPLETELY lost your minds?!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose these dangerous guidelines\" and argues they should not pass. The threat to remove their children from public schools if it is adopted further confirms opposition.", "tone": "negative", "tags": ["transgender students", "public schools", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88062", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do NOT support the policy chages regarding transgenderism", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT support the policy changes\" and ends with \"Do NOT change the policy!\" They argue against transgender inclusion, object to \"indoctrinated\" children, and claim the policy would harm girls' sports and women's rights.", "tone": "negative", "tags": ["transgender policy", "parental rights", "girls sports", "women's rights", "school indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88063", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgemder", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support your DOE guidance concerning transgenderism,\" which directly rejects the proposed policy. They also object to specific provisions, saying they do not support allowing transgender people to use \"female bathrooms or showers\" or \"participate in girls sports.\"", "tone": "negative", "tags": ["bathroom access", "school sports", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88064", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Unscientific Government Proselytizing", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I absolutely do not approve of the proposed guidelines\" and repeatedly condemns the policy as \"unscientific\" and \"indoctrinate our school children.\" They also call it \"a crime--child abuse,\" indicating strong rejection rather than a request for modification.", "tone": "negative", "tags": ["transgender students", "parental rights", "school curriculum", "indoctrination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88065", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO to ALL policies advocating transgender and undermining my God-given authority over my child .", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of any of the proposed guidelines\" and titles the comment \"NO to ALL policies advocating transgender.\" They also reject the policies as \"radical theories\" and say they will not stand for them in schools, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88066", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do NOT support this proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Do NOT support this proposal\" and argues the policies \"will not only misguide students, but also teachers.\" They conclude that the proposed policies are \"not positive for students\" and call for different policies instead, indicating clear opposition to adoption as written.", "tone": "negative", "tags": ["transgender students", "teacher burden", "student safety", "bullying prevention", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88067", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No exceptions/accommodations for anyone who doesn't go along due to their religion=Discrimination", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter repeatedly argues the policy is \"completely discriminatory,\" calls it an \"ideological agenda,\" and explicitly says \"Do not force\" adoption of it. They also ask for a \"religious exemption\" and object to pronoun use, parent notification, and CPS reporting provisions, all indicating clear opposition to the regulation.", "tone": "negative", "tags": ["religious freedom", "parental rights", "pronouns", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88068", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Object to Transgenderism", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the premise of the policy, stating that gender is fixed by God and that people who do not accept their gender are \"mentally ill.\" The language that they should not \"demand that everyone recognize\" their rights indicates opposition to the regulation’s protections for transgender students.", "tone": "negative", "tags": ["transgender rights", "religious freedom", "LGBTQ+ inclusion", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88069", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Parents should never be excluded from any aspect of their child’s education, care or well-being", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"insanity\" and saying it would \"pull all parents out of the rights they should have.\" They argue the draft would \"punish[] every other person\" and expose children to \"harmful & confusing ideologies,\" which indicates opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "gender dysphoria", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88070", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed Guidelines for transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of their proposed guidelines,\" which directly rejects the regulation. The rest of the comment criticizes the policy as \"radical theories\" that would \"eradicate all distinctions between male and female\" and \"indoctrinate our school children,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "indoctrination", "sex distinctions"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88071", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Disapprove", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I totally don’t support this\" and the title reads \"Strongly Disapprove,\" indicating clear opposition to the proposed transgender student policies. The comment also objects to school involvement in identity issues and argues that \"biologically female girls need their privacy from biologically male boys,\" which further supports rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "gender identity", "school authority", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88072", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this guidance!\" and the title says, \"Do not support!\" This is a clear rejection of the proposed regulation with no qualifying support for changes.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88073", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I DO NOT SUPPORT ANY OF THESE POLICIES!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I DO NOT SUPPORT ANY OF THESE POLICIES!!\" and argues the policies should not be adopted. They frame the proposal as dangerous and objectionable, claiming it is an \"opportunity for rape\" and that it violates religious beliefs and children's rights.", "tone": "negative", "tags": ["religious freedom", "parental rights", "student safety", "LGBTQ+ inclusion", "free speech"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88074", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy:  this is child abuse.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the proposed policies \"child abuse\" and a \"gross violation of parental rights,\" and says they are \"horrors\" that should not be enacted. This is a clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "child abuse", "transgender policy", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88075", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I hotly disapprove of transgender indoctrination", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies are \"WRONG\" and demands that \"this insanity be rejected and NOW!\" They also frame the proposal as \"transgender indoctrination\" and \"social engineering,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender policies", "public schools", "religious freedom", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88077", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very Strongly Disapprove", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Very Strongly Disapprove\" and describes the policy as \"hateful, anti-woman ideology,\" indicating clear rejection of the regulation. The statement that it is \"quite undermining our culture\" further shows opposition to adoption.", "tone": "negative", "tags": ["gender identity", "LGBTQ+ inclusion", "women's rights", "school policy", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88078", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and adds, \"It’s time for inclusion,\" which clearly endorses adoption. The reference to giving a family \"the peace of mind to send their child to school\" reinforces approval of the policy's protective purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88079", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE This Legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this legislation,\" which directly states opposition to the proposed policies. The complaint that it adds an \"extra chaotic burden\" reinforces that they want the regulation rejected rather than adopted.", "tone": "negative", "tags": ["transgender students", "school policy", "regulatory burden"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88080", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please do not pass the proposed guidelines for transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says, \"Please do not pass the proposed guidelines for transgender students,\" which directly rejects adoption of the regulation. They also argue it would \"put more responsibility on our teachers\" and that \"it should be the parents of each student who is in charge,\" indicating opposition to the policy approach.", "tone": "negative", "tags": ["parental rights", "teacher workload", "transgender students", "school administration"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88081", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve of this policy.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of this policy,\" which directly rejects the regulation. They also object that it \"takes away parent and teacher rights,\" indicating opposition to adoption.", "tone": "negative", "tags": ["parental rights", "teacher rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88082", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Sick agenda", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, calling it a \"sick agenda\" and describing it as \"the perversion that is being forced upon society.\" The language is hostile toward the regulation and its underlying treatment of transgender students.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88083", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This has the potential to harm many students. Please do not support!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not support\" and \"do not support this,\" which clearly opposes adoption of the policy. They argue it would \"harm many students\" and raise safety concerns about bathroom/locker room access.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88084", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Removal of federal government from state schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The comment says, \"Time to remove children from government schools,\" which indicates opposition to the public school system and, by extension, the proposed school policy. The title, \"Removal of federal government from state schools,\" also signals rejection of government involvement in schools rather than support for the regulation.", "tone": "negative", "tags": ["public schools", "government involvement", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88086", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender education policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"DO NOT APPROVE THIS POLICY,\" which directly rejects adoption. The statement that \"School age children don't yet know who they are\" is offered as a reason against the policy, indicating opposition to transgender student guidance.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88087", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Your attempt to protect the rights of one group severely limits the rights of others", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not support this!\" and argues the policies \"take rights away from the family and faith communities.\" They frame the regulation as harmful and warn it will \"undermin[e] family and faith,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "family rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88088", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "There are male and female", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I STRONGLY OBJECT\" and calls the policy \"OUTRAGEOUS,\" indicating clear opposition to adoption. They argue it is \"against the law,\" \"unconstitutional and discriminatory,\" and object to \"one group's rights supplanting the rights of every other child.\"", "tone": "negative", "tags": ["transgender students", "parental rights", "constitutional rights", "discrimination", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88089", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "4.  Parents who encourage their children to embrace their God-given sex would be.....", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says the policy is \"an infringement\" and argues it would deny parents the right to raise children in a religious way, indicating opposition to the regulation. The phrase \"Parents who encourage their children to embrace their God-given sex\" also frames the policy as conflicting with their preferred approach.", "tone": "negative", "tags": ["religious freedom", "parental rights", "separation of church and state", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88090", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "All students will be allowed to use any bathroom or locker room they choose, without being questione", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter rejects the policy by claiming it would allow inappropriate bathroom and locker room access and calling Point 7 \"perverted.\" They argue it could enable \"voyeuristic practices\" and the posting of \"x-rated photos,\" indicating opposition to the regulation as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student privacy", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88091", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "oppose transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies \"should not be implemented under any conditions\" and calls them \"very wrong & hurtful for all involved.\" They also object that parents could be reported for child abuse and that there are no religious or conscience accommodations, indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "parental rights", "transgender policy", "child abuse reporting", "conscience objections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88092", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STOP this MADNESS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"STOP this MADNESS\" and referring to the measures as \"insane\" and an \"agenda.\" They argue the rules would endanger students and remove safety measures, saying they should be rejected rather than adopted.", "tone": "negative", "tags": ["student safety", "mental health", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88093", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE draft model policies for the treatment of transgender students", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose these policies,\" and repeatedly argues against adoption by listing perceived harms and objections. The comment frames the policies as threatening parental rights, privacy, safety, and religious freedom, indicating clear rejection rather than support or neutrality.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88094", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Confusion for All", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter clearly argues against the policy, questioning whether children are making “gender demands” for attention and warning about “incidents” in “rest rooms and locker rooms and showers” if “biological opposites are mixed.” The final questions about “protecting the innocence of children” and parents “using their children” reinforce opposition to the regulation’s approach.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student privacy", "parental rights", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88095", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender guidelines for public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the transgender policies \"a direct attack\" and says the school should \"stop this radical trend,\" indicating clear opposition to adoption. They also argue the policies would \"undermine\" parents and teachers and frame them as harmful indoctrination rather than appropriate school policy.", "tone": "negative", "tags": ["transgender policies", "parental rights", "religious freedom", "public schools", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88096", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT approve this dangerous policy,\" which clearly rejects the regulation. The word \"dangerous\" indicates they view the policy negatively and want it not adopted.", "tone": "negative", "tags": ["transgender policies", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88097", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this,\" which directly endorses the proposed regulation. No qualifications or objections are included.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88098", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve of this policy.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of this policy\" and calls the guidance \"harmful to our schools.\" They also argue it is \"inappropriate,\" indicating they want the regulation rejected rather than adopted.", "tone": "negative", "tags": ["transgender policy", "school guidance", "nondiscrimination", "student equality"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88099", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do NOT approve.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I do NOT approve\" and repeats, \"I do Not approve!\" This is a clear rejection of the proposed regulation with no qualifying support or requested changes.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88100", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Thought Police", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"insanely stupid laws\" and saying \"You are not helping them\" and \"you are destroying the family unit.\" The body frames the regulation as harmful state overreach and criticizes focus on transgender student identity and pronouns.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "student privacy", "state overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88101", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "10 Reasons Why We Must REJECT This Policy", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"10 Reasons Why We Must REJECT This Policy\" and repeatedly argues against adoption, claiming it would harm parents, students, and staff. The body lists objections to pronoun requirements, privacy, bathroom access, and religious freedom, all framed as reasons to reject the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88102", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is stupid", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter clearly rejects the regulation, calling it \"stupid\" and \"the dumbest thing ever.\" This is a direct expression of opposition rather than a request for changes or a neutral question.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88103", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policy guidelines on Transgender Students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they \"severely object\" to the guidelines and explicitly urges officials to \"remove this policy guidance.\" They argue the policies \"undermine parental rights\" and should be replaced by district-level policies, indicating rejection of the regulation as written.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "privacy", "local control"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88104", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "draft model of proposed transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly object to and urge you NOT to move forward with this proposal!\" which is a clear rejection of the regulation. The reference to the First Amendment is offered as the reason for opposition, not as a request for clarification or modification.", "tone": "negative", "tags": ["transgender policy", "constitutional rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88105", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "oppose transgender legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Please oppose the transgender legislation,\" which directly rejects the proposed policy. They also argue it would put \"all educators at risk\" and worsen turmoil in the education system, reinforcing opposition.", "tone": "negative", "tags": ["transgender policy", "student safety", "educator safety", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88106", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This goes against nature, God and every human being", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This is completely unacceptable\" and urges, \"Stop encouraging people\" to follow the proposal, indicating rejection of the regulation. The comment argues it is against \"nature, God\" and claims it endangers \"vulnerable females\" and invades private spaces, which shows opposition to the transgender student policies.", "tone": "negative", "tags": ["religious freedom", "privacy", "bathroom access", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88107", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this document", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this document\" and calls it \"a meaningful first step toward protecting the rights of transgender students.\" This clearly indicates approval of the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88108", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Schools Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter states plainly, \"I do not support this policy,\" which directly indicates opposition to adoption. No additional qualifications or requests for changes are provided.", "tone": "neutral", "tags": ["transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88109", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender issues I am a retired teacher, having taught", "truncated": false, "stance": "support", "stance_confidence": 0.84, "stance_rationale": "The commenter argues that young people should not be \"restricted\" to a single view and says teachers and counselors should listen and give advice rather than limit them, which aligns with supporting the policy's flexible treatment of transgender students. The comment also says students are \"learning what it means to be male or female\" and that this can take a long time, suggesting approval of allowing exploration rather than rejecting the regulation.", "tone": "neutral", "tags": ["student identity", "counseling", "gender identity", "youth development"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88110", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support them\" and describes the policies as \"extremely disturbing.\" They argue the policies conflict with their faith and beliefs about \"two genders\" and say children \"deserve better,\" indicating clear opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender policies", "religious freedom", "parental concerns", "gender identity", "student wellbeing"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88111", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "These policies can not work.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose these policies\" and repeatedly urges readers to \"vote against these policies.\" They argue the policies \"can not work\" and object on the grounds of beliefs about sex and fairness, indicating rejection rather than a request for modification.", "tone": "negative", "tags": ["transgender students", "parental rights", "school administration", "sex-based policies", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88112", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of their proposed guidelines,\" which clearly rejects the regulation. The rest of the comment criticizes the policies as \"radical theories\" that \"eradicate all distinctions between male and female\" and \"indoctrinate our school children,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender policies", "gender identity", "school children", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88113", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do NOT Support this EVER", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Do NOT Support this EVER\" and \"I DO NOT SUPPORT THIS NOR WILL I EVER SUPPORT THIS,\" making their opposition unmistakable. They also argue the policy is \"immoral\" and \"harms\" children, indicating they want it rejected rather than amended.", "tone": "negative", "tags": ["religious freedom", "gender identity", "LGBTQ+ inclusion", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88114", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Save our schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says schools should not be permitted to help students explore gender identity and calls the policy \"insane,\" indicating rejection of the regulation. They also argue it threatens parental rights, privacy, and safety, and claim it would violate the First Amendment and lead to lawsuits.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88115", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "My right to exist", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"morally corrupt\" and saying \"I will not participate in it, ever.\" They argue it would force children into \"bathroom and locker room situations\" with the opposite sex and would take away \"Title 9 protections from females,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "Title IX", "parental rights", "women's rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88116", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT APPROVE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"DO NOT APPROVE\" and states the policies \"should not be approved on any level.\" They also frame the proposal as \"eradicate the distinction between males and females,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["gender identity", "transgender students", "science", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88117", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "School Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says, \"I cannot suppose this policy for transgender students,\" indicating rejection of the regulation. They also argue it \"will create confusion\" and place staff in \"impossible positions,\" which are reasons against adoption.", "tone": "negative", "tags": ["transgender students", "school administration", "policy confusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88118", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy’s premise, saying “you don’t help them by going along with the delusion” and arguing “We can not redefine who we are based off how we feel.” They also invoke a religious objection and urge youth to “be would God has made them to be,” indicating opposition to transgender-inclusive guidance.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "gender identity", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88119", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the model policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the model policy,\" which directly endorses adoption of the regulation. There is no qualifying language or objection in the comment.", "tone": "positive", "tags": ["transgender students", "policy support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88120", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE Proposed Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the proposed policies \"an assault against God\" and contrasts them with \"His natural law,\" indicating clear rejection of the regulation. The statement frames enactment as morally wrong and implies it should not be adopted.", "tone": "negative", "tags": ["religious freedom", "transgender students", "natural law", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88121", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Remove this Extreme Policy that is Changing our Culture", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls for the policy to be removed: \"Remove this Extreme Policy\" and says it is \"going in the wrong direction.\" They argue against \"transgender encouragement\" and object to the government \"forcing particular language\" and thinking on children, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "culture war", "parental rights", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88122", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Unholy and against the Holy Bible", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of your proposed guidelines\" and rejects them as \"radical theories\". They also argue the policy is \"unholy and against the Holy Bible,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "gender identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88123", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.95, "stance_rationale": "The commenter questions the policy by asking, \"What about the rights of the students who identify as male or female?\" and argues that it gives \"the rights of a few\" precedence over \"the rights of many.\" The phrase \"the greater population ... will surely find this objectionable\" indicates opposition to adopting the transgender guidelines.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88124", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Entitlement before maturity", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter argues that the policy would let children \"take ownership and act without parental consent\" and says it \"undermin[es]\" the parent's role. They explicitly urge the state to \"Back up! Go back to the core!\" and to let families handle these matters, indicating opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "parental consent", "family autonomy", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88125", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I OPPOSE this policy - Please reject it.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I OPPOSE this policy\" and asks to \"Please vote against this policy.\" They argue it is improper to let children decide \"behind their parents' backs\" and object on religious and safety grounds, indicating rejection rather than support or neutrality.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "student identity", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88126", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Madness", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"Please stop the madness\" and that it \"shouldn't even be in conversation and especially NOT in education guidelines.\" The language argues against recognizing transgender identities in the guidance and calls it \"garbage,\" indicating clear opposition.", "tone": "negative", "tags": ["transgender students", "gender identity", "education guidelines", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88127", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender Dysphoria", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter clearly rejects the policy, asking, \"Why would you want to do further damage\" and arguing that \"Legitimizing their confusion will only make matters worse.\" This frames the regulation as harmful and should not be adopted.", "tone": "negative", "tags": ["transgender students", "mental health", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88128", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it a \"ludicrous policy\" and asking \"where does it end?\" They also say \"If this passes... I’ll be home schooling!\" and argue schools should not address transgender students, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "school curriculum", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88129", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Disapprove of Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I do not support the Transgender policies being put forth,\" which is a clear rejection of the proposed regulation. The title, \"Strongly Disapprove of Transgender policy,\" reinforces opposition.", "tone": "negative", "tags": ["transgender policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88130", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not approve VDOE Proposed Guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the VDOE proposed guidelines,\" which is a direct rejection of the regulation. They also criticize it as \"radical theories\" that \"eradicate all distinctions between male and female,\" indicating opposition to adoption.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88131", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Schools are not parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the guidance, saying it \"replace[s] the judgement of parents\" and calling it \"a terrible precedent to even consider.\" They also argue that \"biology not self identification needs to be determinant for minors,\" indicating opposition to the regulation's core approach.", "tone": "negative", "tags": ["parental rights", "bathroom access", "religious freedom", "gender identity", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88132", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Dissaprove of this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Dissaprove of this policy\" and asks officials to \"reconsider your position,\" indicating clear opposition. They argue it violates \"individual rights,\" \"family\" rights, \"religious faith,\" and \"parental authority,\" and describe it as \"transgender ideology and policies.\"", "tone": "negative", "tags": ["religious freedom", "parental rights", "transgender students", "individual rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88133", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is child abuse", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"child abuse\" and urging to \"Stop reverse discrimination!\" They argue against affirming transgender students and frame the guidance as harmful to children and women.", "tone": "negative", "tags": ["transgender students", "parental rights", "mental health", "women's rights", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88134", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Freedom of Speech?", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says the policies do not reflect \"freedoms and tolerance for everyone\" and objects that they are \"unconstitutional.\" They also oppose \"disciplinary action\" and \"coersing people to use certain language,\" indicating rejection of the regulation as written.", "tone": "negative", "tags": ["free speech", "parental rights", "disciplinary action", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88135", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the draft guidance.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided by the VDOE\" and endorses it as helping schools provide \"a safe and inclusive educational experience for all students.\" The final sentence, \"All students deserve a safe, accepting, and inclusive educational experience,\" reinforces clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school policy", "inclusive education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88136", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I STRONGLY OPPOSE THESE POLICIES", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I STRONGLY OPPOSE THESE POLICIES\" and repeatedly urges lawmakers to \"REPENT,\" indicating clear rejection of the regulation. The rest of the comment frames the policies as \"dangerous\" and \"brainwashing,\" reinforcing opposition.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88137", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "God doesn’t make mistakes!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"Totally against transgender policies in school\" and argues children need \"counseling not policies.\" They also urge to \"Protect our children,\" indicating opposition to adopting the proposed transgender student policies.", "tone": "negative", "tags": ["transgender policies", "student counseling", "child development", "school safety", "parental concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88138", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender pronouns", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks, \"Please do not support this lunacy,\" and rejects the policy's pronoun guidance. The body argues against using transgender pronouns and calls the regulation \"ridiculous\" and \"disingenuous,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["pronouns", "transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88139", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Draft model policies for the treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Do not approve proposed guidelines,\" which is a direct rejection of the regulation. The reference to \"radical theories\" and claims that it would \"eradicate all distinctions male and female\" further shows opposition to the policy's substance.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "indoctrination", "sex distinctions"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88140", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I disagree/disapprove and am disappointed in this policy. Where are we headed as a city, co nation?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I disagree/disapprove and am disappointed in this policy,\" which directly rejects the regulation. They also argue it would \"force all of us to ignore our God given gender\" and call it \"a slippery slope,\" indicating opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "gender identity", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88141", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I urge you to oppose it\" and the title reads \"Do not approve,\" which clearly rejects the regulation. They also state it is \"very concerning\" and \"will hurt our schools and students,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender students", "school policy", "student welfare", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88142", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Draft model policies for the treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of your proposed guidelines\" and asks to \"Please stop\" the policies. The rest of the comment attacks the regulation as \"radical theories\" and \"dangerous and harmful rules,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "indoctrination", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88143", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disapprove of Transgender school policy proposals", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I disagree with the transgender policies\" and asks to disapprove them. They also object to policies that \"remove parents from the discussion,\" indicating opposition to the proposed guidance as written.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Do Not Approve of Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly Do Not Approve of Transgender Policies\" and argues the policies are \"not helpful\" and would \"create fear and mistrust in our schools.\" They also say the only benefit would be driving families to private schools or homeschooling, indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender policies", "school climate", "parental choice", "private schools", "home schooling"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "School transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not agree with these proposed policies\" and asks, \"Please do not approve,\" which clearly indicates opposition to adoption. No supporting reasons or requests for modification are provided beyond rejection.", "tone": "negative", "tags": ["transgender policies", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Students nonsense", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I DO NOT agree with this preposterous policy,\" which clearly rejects the regulation. The phrase \"This is poison to a child's mind\" further indicates strong opposition rather than a request for changes.", "tone": "negative", "tags": ["transgender students", "school policy", "student wellbeing"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A Concerned Virginia Citizen", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am writing to protest the bizarre and harmful transgender policies\" and urges, \"Please consider the consequences of your actions if you continue down this path.\" This is a clear rejection of the proposed policies rather than a request for modification.", "tone": "negative", "tags": ["transgender policies", "student safety", "biological sex", "harm", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed guidelines,\" which directly states opposition to adoption. The religious justification, \"God created male and female,\" reinforces that they reject the transgender student policies on principle.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support, too much power to schools/government, dangerous precedent", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Do not support\" and argues the policies give schools \"too much power.\" They object to specific provisions such as not telling parents about bathroom/locker room sharing and mandatory reporting, indicating they want the regulation rejected rather than adopted.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "student safety", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88150", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO, I DISAGREE FULLY", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with \"NO, I DISAGREE FULLY\" and repeated \"NO NO NO\". They also call it \"sick and disgusting\" and say it is \"sick and twisted,\" indicating clear opposition to adopting the regulation.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disagree,\" and argues that \"This is up to the parents not educators,\" indicating rejection of the proposed school policy. The statement that it is \"the most ridiculous thing I have heard\" and that schools should not \"punish the parents\" further shows opposition to adoption.", "tone": "negative", "tags": ["parental rights", "education policy", "transgender students", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve the proposed guidelines for schools,\" which directly rejects the regulation. The title \"Do not approve\" reinforces opposition to adoption.", "tone": "negative", "tags": ["transgender students", "school policy", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policies for the treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disapprove of all policies\" and argues they are \"harmful to all students\" and have \"no place in public schools.\" This is a clear rejection of the proposed regulation rather than a request for modification.", "tone": "negative", "tags": ["transgender students", "public schools", "student safety", "family values"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly urge you NOT to support the proposed new transgender guidelines,\" which is a direct rejection of the regulation. They also argue it would \"jeopardize the safety of children,\" \"take away the rights of parents,\" and \"hampers free speech,\" all of which are reasons against adoption.", "tone": "negative", "tags": ["bathroom access", "parental rights", "free speech", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do NOT support!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT support\" and \"I VEHEMENTLY oppose this legislation through and through.\" They object to restroom/locker room access and to the policy's handling of parental notification, saying it \"takes away a parent's ability to parent.\"", "tone": "negative", "tags": ["bathroom access", "student safety", "parental rights", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Forced Speech", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I wholeheartedly call on you to reject this guidance document,\" which is a direct request to reject the regulation. They also argue it is \"damaging,\" a \"real abrogation of the rights of others,\" and a \"Forced Speech\" policy, all indicating opposition.", "tone": "negative", "tags": ["forced speech", "parental rights", "free speech", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please not not approve this - horrible policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please not not approve this\" and calls it a \"horrible policy,\" which clearly rejects adoption. They argue it is \"offensive\" and claims it would \"harass and intimidate children,\" indicating opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "harassment", "family values", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter repeatedly rejects the proposal as \"appalling,\" \"disruptive and unenforceable,\" and says \"These proposals are not\" equitable. They explicitly urge the agency to \"Go back to the drawing board\" and argue the policies would create \"infinite discord\" if implemented.", "tone": "negative", "tags": ["transgender policies", "parental rights", "privacy", "school safety", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE draft model policies for the treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the issue \"should not be addressed by the state or the school system\" and calls it \"another example of government overreach.\" They also urge schools to \"Concentrate education on math, history, science\" instead, indicating rejection of the proposed policies.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Violation of God Created order", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy’s premise, saying children should be taught “truth from God’s word” and warning against “governmental approval” of the gender guidance. They frame the regulation as a moral and religious violation that would bring “judgment” on the commonwealth, indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "parental rights", "gender identity", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policy for Transgendered Students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed to these policies\" and repeatedly argues the policies should be \"put on hold\" or not approved. They also urge that gender-related decisions \"must wait until post high school\" and say, \"If these policies are approved, we will lose many good teachers,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "biology", "parental rights", "school policy", "teacher burden"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disapprove of the Transgender draft policies being presented", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the draft model policies\" and titles the comment \"Strongly disapprove.\" They argue the policies are \"radical ideas\" that would cause \"confusion for our children\" and be \"devastating,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "support", "stance_confidence": 0.89, "stance_rationale": "The commenter explicitly says, \"I'm in favor of caring for ALL in our state,\" which signals approval of inclusive transgender policies. Although they note that \"not everyone agrees with these policies,\" the overall message asks the state to represent everyone and does not oppose adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "nondiscrimination", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disapprove", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the guidance is \"very one sided\" and concludes, \"I think these agendas are forgetting how serious these types of decisions are,\" indicating they want the policies rejected. The title \"Disapprove\" and repeated criticism of allowing children and the state to decide also show clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do Not Approve Proposed Transgender Guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not approve the proposed transgender guidelines!\" and repeatedly argues against the policy as written, citing \"parental rights,\" religious views, and objections to school exposure for young children. Although they suggest one limited accommodation—\"By allowing them to use the teacher's bathrooms the problem is solved\"—the overall thrust is to reject the proposed guidelines and avoid changes to current school practices.", "tone": "negative", "tags": ["parental rights", "religious freedom", "bathroom access", "LGBTQ+ inclusion", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do NOT approve of these regulations.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT approve of these regulations\" and rejects the transgender policy. They further criticize the guidelines as \"radical theories\" that \"eradicate all distinctions between male and female,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender policy", "gender identity", "school children", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Illogical, unscientific, a set up for teacher abuse by trans students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"illogical, unscientific\" and saying it \"flies in the face of biblical truth\" and is \"inherently unconstitutional.\" They argue it will cause \"more confusion, conflict, legal issues\" and object to protections for transgender students.", "tone": "negative", "tags": ["religious freedom", "transgender students", "parental rights", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88168", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stay out of the family-Do Not Approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Do Not Approve\" and argues that \"Government has no right to force this into the family,\" which clearly rejects the regulation. Calling it \"extreme and ridiculous\" further indicates opposition rather than a request for changes.", "tone": "negative", "tags": ["parental rights", "government overreach", "family autonomy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines,\" which directly rejects the regulation. The rest of the comment criticizes the policy as \"radical theories\" that \"eradicate all distinctions between male and female\" and \"indoctrinate our school children,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender policy", "gender identity", "school children", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do NOT support this", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT support this,\" and argues the regulations \"defy science\" and would not be good for students' well-being. They also object to school involvement in gender discussions and say teachers should not be forced to act against their \"religious or personal convictions.\"", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ issues", "student well-being"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disapproval of transgender policies.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disapprove\" and ends with \"PLEASE REVOKE THESE REGULATIONS,\" which clearly opposes adoption of the proposed policies. The statement that the regulations are \"very dangerous\" further reinforces rejection rather than support or neutrality.", "tone": "negative", "tags": ["parental rights", "transgender policies", "state control", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the proposed policies, calling them \"the most ridiculous thing\" and \"ABSURD,\" and saying they would be \"impossible to follow.\" The rhetorical question \"Why don't we just let the CHILDREN be in charge?!\" further signals opposition rather than a request for clarification or neutral input.", "tone": "negative", "tags": ["transgender policies", "school administration", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do Not Approve Proposed Transgender Guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The title explicitly says, \"Do Not Approve Proposed Transgender Guidelines,\" which clearly rejects adoption of the regulation. No body text adds nuance or support for any changes, so the comment is a straightforward opposition.", "tone": "negative", "tags": ["transgender policies", "public schools", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly opens with \"DO NOT support\" and argues the policy would \"eliminat[e] privacy and safety\" and \"prohibit\" notifying parents, indicating clear rejection of the regulation. They also call the pronoun standard \"absurd,\" reinforcing opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "privacy", "parental rights", "pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT APPROVE transgener guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support the guidelines being proposed\" and asks, \"Please do not pass this!\" This is a clear rejection of the regulation as proposed.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do NOT support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT support\" and threatens legal action if their sons are placed in \"inappropriate situations.\" They also argue the policy would \"jeopardize the majority to support the .5%,\" indicating rejection of the transgender student policies.", "tone": "negative", "tags": ["parental rights", "student safety", "LGBTQ+ inclusion", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not approve the transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the transgender policy\" and repeatedly argues against it, including opposition to bathroom access, privacy provisions, and school authority over gender-related issues. They also call for restricting facilities to \"biologically the gender they were born with\" and say the school should not \"undermine\" parents.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "teacher burden", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88178", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Indoctrination", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"This blatent indoctrination\" and states they are \"opposed\" to government forcing them to act in a certain way. They reject the policy as harmful, saying it will \"contribute nothing\" and that \"Ignoring physical differences... and the impact it will have on children\" is \"egregious.\"", "tone": "negative", "tags": ["transgender students", "indoctrination", "parental rights", "student privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% Support as a parent and human being", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the proposed policies\" and frames the regulation as beneficial for their non-binary child. They also express approval of the broader goal of reducing discrimination, indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination", "parental perspective"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88180", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, writing \"Absolutely DO NOT agree with the proposed recommendations for my children and/or grandchildren.\" This is a clear opposition to adopting the transgender student policies.", "tone": "negative", "tags": ["transgender policies", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT approve of their proposed guidelines\" and argues against the regulation as \"radical theories\" that would \"indoctrinate our school children.\" This is a clear rejection of the proposed policies rather than a request for modification.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "school curriculum", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "definitely oppose this...very harmful for all..transgender issue", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose this transgender school policy\" and calls it \"totally not appropriate\" for schools or government. The language indicates a clear rejection of the proposed regulation rather than a request for changes.", "tone": "negative", "tags": ["transgender students", "school policy", "government overreach", "moral objection"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Reverse Discrimination", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposed policies, calling them \"reverse discrimination\" and saying there is \"a reasonable alternative without punishing the majority.\" The body argues against accommodating transgender students and says the policies should not be adopted as written.", "tone": "negative", "tags": ["transgender students", "discrimination", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": ".How can professing educated people promote transgenderism?  Crazy!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, asking officials to \"defend the children\" and stating \"Do not be negligent to deny it as an illness.\" They argue the bill will \"promote the illness\" and cause \"destruction and death,\" which clearly indicates opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "gender dysphoria", "parental rights", "religious freedom", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently Disapprove of this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vehemently Disapprove of this policy\" and calls it a \"horrible expansion of immorality and social sickness,\" which clearly indicates opposition to adoption. They also urge readers to reject the policy by referring to outside concerns, reinforcing a negative position.", "tone": "negative", "tags": ["transgender students", "religious freedom", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly argues against the policies, calling them a \"violation\" of the U.S. and Virginia Constitutions and saying they are \"inherently impossible to enforce.\" They also warn the policies would violate due process and privacy rights and impose litigation costs on taxpayers, indicating rejection of adoption.", "tone": "negative", "tags": ["constitutional rights", "due process", "privacy", "taxpayer costs", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policies for the treatment of transgendered students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly argues against adoption, saying the policies will \"open the flood gates of dissention, chaos, and lawsuits\" and calling them \"gasoline on the fires of the culture wars.\" They also claim the rules ignore religion, parental rights, and will drive families out of public schools, all of which indicates opposition to the regulation.", "tone": "negative", "tags": ["religious freedom", "parental rights", "privacy", "transgender students", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "MANY MORE WILL REMOVE THEIR KIDS FROM PUBLIC SCHOOLS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed\" and ends with \"I oppose these guidelines.\" They argue the policies are \"tyrannical,\" \"morally wrong,\" and harmful, and warn they will remove children from public schools if adopted.", "tone": "negative", "tags": ["transgender students", "bathroom access", "student safety", "religious freedom", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"NO\" and ends with \"VOTE NO!\" indicating clear opposition to the proposed transgender student policies. They argue the policy is a \"sin issue\" and that children should instead be taught to accept themselves and follow God's word, which shows they do not want the regulation adopted.", "tone": "negative", "tags": ["religious freedom", "transgender students", "parental rights", "student identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policies are not scientifically based-ridiculous", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly do not agree with these guidelines\" and argues they should not exist, claiming they are \"absolutely crazy\" and will \"do more harm than good.\" This is a clear rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["transgender students", "science", "school policy", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgenderism:  Why are we lying to our children?  Boys are boys and girls are girls.  Period.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy’s premise, saying it is \"not right to teach our children\" they can be other than how they are born and asking why officials \"won't\" hear those who \"object to transgender policy making.\" The comment frames the policy as harmful and inappropriate, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender policy", "parental rights", "student education", "sexual content", "religious/moral objections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support at any level", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Do not support at any level,\" which clearly rejects the proposed policies. They also argue the policy is being imposed with \"complete disregard for the other's views or beliefs\" and say it should be \"placed on a ballots and voted for,\" indicating opposition to adoption as written.", "tone": "negative", "tags": ["parental rights", "public input", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not agree with current proposed gender-identity policies,\" which clearly rejects the regulation. The appeal to \"protect our children\" and letting them \"freely discover for themselves who they were created to become\" indicates opposition to the transgender student policies as written.", "tone": "negative", "tags": ["gender identity", "parental rights", "student protection", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the draft guidance put forth by the VDOE,\" which directly endorses the proposed regulation. There is no qualifying language suggesting opposition or neutrality.", "tone": "positive", "tags": ["transgender students", "VDOE guidance", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "None of your constituents want this. Will you actually listen?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"nonsense\" and asking whether officials will \"actually listen\" instead of \"appease\" it. They argue it will create lawsuits and harm schools, teachers, and students, which indicates opposition to adoption.", "tone": "negative", "tags": ["transgender students", "school lawsuits", "pronouns", "school administration", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender polocies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly objects to the policy change, saying \"If you continue with this change in policies\" it will \"rob[] parents and students of their constitutional and religious rights.\" They also argue the agency lacks authority and call the action \"illegal,\" indicating they want the regulation rejected rather than adopted.", "tone": "negative", "tags": ["parental rights", "religious freedom", "free speech", "home schooling", "constitutional rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I do not approve of the guidelines for transgender students,\" which directly rejects the proposed regulation. No qualifying language suggests support or neutrality.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgenderism will destroy the school system", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed to adopting any such policy\" and repeatedly argues against it as a \"trojan horse\" that threatens parents and children. They also criticize the policy’s treatment of athletics and bathrooms, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "bathroom access", "school sports"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender \"Pro-Nouns\"", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, calling it \"pronoun nonsense\" and asking \"What parent is OK with this\". They also argue that there are only \"TWO genders\" and criticize the proposal as \"thought police on the left,\" indicating opposition to the transgender student guidance.", "tone": "negative", "tags": ["pronouns", "gender identity", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Wholeheartedly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Wholeheartedly Support\" and \"I am proud to support this guidance.\" They also endorse the policy goals, stating it would help schools provide \"a safe and inclusive educational experience for all students, especially our LGBT youth.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive environment", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88201", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Sure, don't tell parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly attacks the policy with phrases like \"don't tell parents\" and \"You continue your assault on families,\" indicating rejection of the regulation. They also argue there is \"no scientific basis,\" which is used to oppose adoption rather than request changes.", "tone": "negative", "tags": ["parental rights", "scientific basis", "family concerns", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88202", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Objections To Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I cannot support these policies\" and frames them as creating an \"undo burden\" and \"ethical complication.\" They object to reduced parental involvement and fear teachers could be culpable for \"perceived\" discrimination, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "teacher burden", "privacy", "school administration", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88203", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I DO NOT SUPPORT", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I DO NOT SUPPORT\" and reinforces it with \"I adamantly do not support this bill!\" This is a clear rejection of the proposed regulation with no qualifying support or suggested amendments.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88204", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop this nonsense.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support this waste of time and money,\" which clearly rejects the proposed policies. The title, \"Stop this nonsense,\" reinforces opposition rather than offering neutral feedback or a question.", "tone": "negative", "tags": ["transgender students", "school policy", "government spending"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88205", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support these model policies.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance supplied by VDOE\" and repeatedly argues that \"Schools should be safe spaces for ALL students.\" The comment endorses the policies as a way to prevent discrimination and protect LGBTQ+ students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88206", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please no approve these without religious faith exemption for student, teachers, staff", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please don’t allow them to be implemented\" and \"NO Thank you!\" which clearly rejects the regulation. They also ask for a \"religious faith exemption,\" indicating opposition unless substantially changed.", "tone": "negative", "tags": ["religious freedom", "transgender students", "school policy", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88207", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Descent into Lunacy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disagree with these recommendations\" and repeats that they are \"contrary to science and common sense.\" They also describe the policies as \"lunacy,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "public schools", "science", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88208", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of their proposed guidelines\" and calls the policies \"absurd and dangerous,\" which clearly rejects adoption. They also argue the guidelines would \"put impossible requirements for teachers\" and \"place students at risk,\" indicating opposition to the regulation's substance rather than a request for minor changes.", "tone": "negative", "tags": ["transgender students", "privacy", "locker rooms", "student safety", "teacher burden"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88209", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support this Guidance Document", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided by the VDOE\" and \"I fully support this Guidance Document.\" They also explain that they want \"a school environment that is safe and welcoming for everyone,\" indicating approval of the regulation's purpose and protections.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate", "human rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88210", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools)", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose these policies!\" which directly rejects the regulation. They also argue that this issue belongs to \"the parent's area of responsibility and authority, not the school's nor the government's,\" indicating opposition to adoption by public schools/government.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender policies", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88211", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Incorrect Reference Material Used in Proposal", "truncated": false, "stance": "neutral", "stance_confidence": 0.95, "stance_rationale": "The commenter does not express support for or opposition to the transgender student policies themselves. They only note that a cited OCR reference is outdated, saying the proposal \"must be corrected\" and the content should be \"validated\" for compliance with current publications.", "tone": "neutral", "tags": ["regulatory accuracy", "legal compliance", "reference materials"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88212", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I DO NOT APPROVE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states \"I DO NOT APPROVE\" and calls the policy \"absolutely insane,\" which clearly indicates rejection of the regulation. There is no language suggesting support or a neutral request for information.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88213", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines\" and asks policymakers to avoid \"radical progressive social policy.\" This is a clear rejection of the regulation rather than a request for modification.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "school curriculum", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88214", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do NOT approve this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Do NOT approve this policy\" and \"I whole heartedly disapprove this policy and it’s guidelines,\" which clearly rejects adoption. The statement that the policy would be \"hurting every child\" and references to \"gender confusion\" indicate opposition to the proposed transgender student policies.", "tone": "negative", "tags": ["transgender students", "student welfare", "gender identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88215", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Not in favor", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly says, \"I do not support this policy,\" which directly states opposition to adoption. The follow-up phrase appears to be a garbled or incomplete explanation, but it does not change the clear negative position.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88216", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed policies for the treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I object to the proposed policies\" and calls them \"totally unworkable.\" They also urge parents to \"stand for and protect their children from these proposed troubling policies,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88217", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies in Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of your proposed guidelines,\" which directly rejects the regulation. The rest of the comment criticizes the policies as \"radical theories\" that \"eradicate all distinctions between male and female\" and \"indoctrinate our school,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender policies", "gender identity", "school indoctrination", "sex distinctions"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88218", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "God's truth trumps all!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy as \"nonsense\" and says schools have \"no business teaching our kids about this,\" indicating opposition to the transgender student guidance. The appeal to \"God's truth\" and preference for parents/family to teach about sex and gender further shows they do not want the regulation adopted.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88219", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "\" transgender\" policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policies \"ridiculous and disturbing\" and says excluding parents is \"completely WRONG,\" indicating clear rejection of the regulation. The reference to a \"plan to destroy our country\" further shows strong opposition rather than a request for modification.", "tone": "negative", "tags": ["parental rights", "transgender policies", "family values", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88220", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is insane!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"insane\" and saying schools should \"stop the stupidity\" of teaching based on feelings. The statement \"Boys are boys and girls are girls\" indicates opposition to the transgender student guidance and its underlying premise.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88222", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, writing \"NO\" and \"Stop this radical nonsense, and keep it OUT of our schools.\" They argue the guidance should be replaced with treatment-focused approaches and describe the policy as harmful and abusive.", "tone": "negative", "tags": ["transgender students", "mental health", "student safety", "school policy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88223", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Do Not Support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Do Not Support\" and argues that Virginia should not teach children otherwise about gender, indicating rejection of the proposed transgender student policies. Phrases like \"We need to put God back in our schools\" and \"Stop taking Jesus away\" show opposition to the regulation on religious grounds.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88224", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policy Gone Wrong", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly condemns the policy as \"insane\" and says it is \"political correctness gone to new depths of uselessness.\" They also state it \"is a detriment to students and teachers,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "school policy", "student welfare", "teacher impact"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88225", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Guidelines for treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says the proposed guidelines are \"much too extreme\" and argues they should not be used as written. They explicitly reject the policy's approach as \"indoctrination\" and call for \"definite distinctions between male and female\" rather than blurring them, indicating opposition to adoption in its current form.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88226", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vile and outrageous", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the proposal \"vile and evil\" and says it is \"contrary to God’s laws,\" which clearly rejects adoption of the regulation. They also argue it will \"confuse and harm\" children and unjustly separate parents from their children, indicating strong opposition rather than a request for changes.", "tone": "negative", "tags": ["religious freedom", "parental rights", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88227", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support!!\" and thanks the policy makers for \"supporting our transgender youth,\" which clearly endorses the regulation. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender youth", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88228", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter argues that policy should \"stick with the obvious biological difference\" and says we should \"stop catering to people's personal choice or felt needs,\" which clearly rejects the proposed transgender student policies. The statement that policies departing from \"science\" are irrational indicates opposition to adopting the regulation as written.", "tone": "negative", "tags": ["transgender policies", "biology", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88229", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DISGUSTING", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT approve of the proposed guidelines\" and calls them \"disgusting\" and \"ridiculous left wing propaganda.\" This is a clear rejection of the regulation as proposed.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88230", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support this policy that denies basic biology and criminalizes those who stand for truth", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I object strongly to policies\" and the title states, \"Do not support this policy.\" They argue the policy would endanger girls and unfairly affect athletics by \"allowing biological males into their bathrooms and dressing rooms\" and competing in female sports.", "tone": "negative", "tags": ["bathroom access", "school sports", "student safety", "parental rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88231", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not support this legislation,\" which directly opposes adoption. They further argue it is \"creating chaos and disorder\" and that \"Parents are the authority here, not the school system,\" indicating rejection of the policy's approach.", "tone": "negative", "tags": ["parental rights", "school authority", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88232", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender acceptance", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges resistance to the policy, saying \"Let's all stand against this!!!\" They also call it \"absurb\" and \"totally against the Word of God,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "transgender acceptance", "opposition to policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88233", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines,\" which directly rejects adoption of the regulation. They also criticize it as \"radical theories\" that \"eradicate all distinctions between male and female,\" indicating substantive opposition rather than a neutral observation.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88234", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the draft guidance provided by the VDOE", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided by the VDOE.\" They further endorse it because it would help schools provide \"a safe and inclusive educational experience for all students,\" indicating approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school policy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88235", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "where is this country going?NO NO", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, writing \"NO NO\" and asking \"How hard is this to figure this out,\" which signals opposition to the transgender student policies. They also argue that \"we are giving our kids more rights than we the parents\" and conclude \"What is wrong is wrong,\" indicating they want the regulation rejected.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88236", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support 100%", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support 100%\" and thanks the document, indicating clear approval of the regulation. They also endorse its purpose by stating that transgender students \"deserve the same protections and rights\" and that the policy helps them feel \"safe and protected.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88237", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of their proposed guidelines\" and criticizes them as \"radical theories\" that \"eradicate all distinctions between male and female.\" This is a clear rejection of the regulation rather than a request for changes or neutral input.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88238", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve\" and calls the policy \"ill-advised.\" They also argue to \"eliminate girls' sports\" and object to restroom and locker room access, indicating clear opposition to the regulation.", "tone": "negative", "tags": ["school sports", "bathroom access", "locker rooms", "student privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88239", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Completely and totally object to this misguided and harmful policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"Completely and totally object\" to the policy and calls it \"misguided and harmful.\" They argue it is \"not rational\" and \"not based on science,\" and urge officials to focus on other priorities instead of adopting these policies.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88240", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Politically correct transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policies, calling them \"insane\" and urging parents to \"stand up & against these.\" The language shows clear opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender policies", "parental rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88241", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Irreversably damaging policy for our children and country", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"the most destructive policy\" and saying \"This should not even be discussed.\" The language indicates they want the regulation rejected rather than adopted or modified.", "tone": "negative", "tags": ["transgender students", "school policy", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88242", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% against this! Please do not support!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"100% against this!\" and \"Please do not support!\" which clearly indicates opposition to adopting the regulation. There is no qualifying language or request for modification, only a direct rejection.", "tone": "negative", "tags": ["opposition", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88243", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Completely against this", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Completely against this\" and argues the policy should be \"kept out\" of schools. They describe it as \"garbage\" and \"despicable,\" indicating clear rejection of the regulation rather than support or neutrality.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88244", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Unnatural and harmful to normal child development", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy by saying the recommendations \"do not follow normal natural development\" and that \"The school has no role in this issue.\" They also warn it could lead to \"litigation\" and \"loss of taxpayer funding,\" indicating opposition to adoption.", "tone": "negative", "tags": ["parental rights", "school role", "transgender students", "litigation", "taxpayer funding"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88245", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I approve", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I approve,\" which directly supports the regulation. The body reinforces this approval by expressing gladness that school policy will \"no longer harass young people,\" indicating endorsement of the guidance.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "bullying prevention", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88246", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender School Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I disagree with this policy\" and argues it should not be adopted because it could allow \"a predator\" access to bathrooms or locker rooms. The statement that it has a \"grave opportunity to create more harm than good\" indicates clear opposition to the regulation as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88247", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Forces gender ideology on those who disagre with it and fails to protect students and parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying it \"impose[s] gender ideology\" and would \"trample the actual rights\" of students, parents, teachers, and staff. They also argue it would \"put youth at risk\" of harm, which indicates opposition rather than a request for modification.", "tone": "negative", "tags": ["gender ideology", "parental rights", "student safety", "LGBTQ+ inclusion", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88248", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I do not approve,\" which directly indicates opposition to the proposed regulation. No additional context suggests support or neutrality.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88249", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of these proposed guidelines,\" which directly rejects the regulation. They also criticize it as \"radical theories\" that \"eradicate all distinctions between male and female,\" indicating opposition to adoption.", "tone": "negative", "tags": ["transgender policy", "gender identity", "school children", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88251", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support This Policy In Virginia and Everywhere", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy is \"a step in the correct direction\" and that \"schools should be following these guidelines.\" They also argue it helps \"supporting transgender students\" and \"does nothing to impact other students' ability to learn and grow,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "student support", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88252", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve of your proposed policy.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I do not approve of your proposed policy,\" which is a direct rejection of the regulation. No supporting language or suggested amendments are provided.", "tone": "negative", "tags": ["transgender students", "policy opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88253", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Rights at the expense of everyone’s rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly argues the policies \"go against the protection of all children\" and \"seek to harm many,\" indicating rejection of the regulation. They object to multiple provisions, including restroom access, limits on negative speech, and transition without parental knowledge or consent.", "tone": "negative", "tags": ["religious freedom", "parental rights", "privacy", "bathroom access", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88254", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter dismisses the regulation as \"nonsense\" and criticizes the VDOE for spending time on it instead of academics, indicating opposition to adopting these transgender student policies. The phrase \"Our tax dollars at work\" is sarcastic and reinforces disapproval.", "tone": "negative", "tags": ["transgender policies", "education priorities", "tax dollars"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88255", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided from VDOE\" and endorses it as creating \"an inclusive, safe space for all children.\" They also state it will protect LGBTQ+ students from discrimination, which clearly indicates approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88256", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and adds that it is \"the morally correct choice.\" They also state it \"reflects the needs of the students it aims to protect,\" indicating approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88257", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concern Parent and Teacher", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly characterizes the policy as \"Unnatural and harmful to normal child development,\" which indicates rejection of the proposed transgender student policies. There is no language suggesting support or a request for modification; the comment is a direct negative judgment on the regulation itself.", "tone": "negative", "tags": ["transgender students", "child development", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88258", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% Support - this policy will save many lives", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% Support\" and argues the policy \"will save many lives\" and \"make our trans kid feel seen and affirmed.\" They clearly endorse adoption of the regulation and do not request weakening it.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88259", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT APPROVE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Do not approve of this proposed measure-- virtually 100% of it,\" which is a clear rejection of the regulation. The phrase \"virtually 100% of it\" indicates opposition to most or all of the proposal rather than support with minor edits.", "tone": "negative", "tags": ["transgender students", "policy opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88260", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this. The hateful and ignorant comments here show it’s desperately needed.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I whole heartedly support this proposal,\" which directly endorses adoption of the regulation. They also argue that the protections are \"necessary,\" reinforcing support for the policy.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88261", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT SUPPORT", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"DO NOT SUPPORT\" and rejects the policy as \"gender confusion\" and \"codependency.\" The statement that their child will attend private school because of this proposal indicates opposition to adopting the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "private schools", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88262", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I do not approve of any of this,\" which clearly rejects the proposed transgender student policies. The title, \"I do not approve,\" reinforces that they want the regulation rejected rather than modified.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88263", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% DISAPPROVAL", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls for the policies to be rejected, saying to \"vote DOWN these wrong-headed, dangerous policies.\" The title \"100% DISAPPROVAL\" and the argument against favoring a transgender minority make the opposition unmistakable.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "discrimination", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88264", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to proposed draft model policies for Transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am against the Model Policies\" and closes with \"Please do not support these policies!\" The body argues the policies are harmful, citing concerns about pronouns, parental notification, bathroom access, privacy, and religious objections.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88265", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I OPPOSE THIS STATE-PRESCRIBED MANIPULATION OF SEMIOTICS IN SCHOOLS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"I OPPOSE THIS\" and ends with \"Just say no to this bad idea,\" making clear they want the regulation rejected. The body repeatedly characterizes the proposal as \"counterfeit,\" \"indoctrination,\" and \"ideological propaganda,\" reinforcing strong opposition.", "tone": "negative", "tags": ["transgender students", "indoctrination", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88266", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines\" and argues against transgender restroom access. They frame the policy as unsafe, stating that \"All females and especially children need to feel safe\" and that \"Separate but equal is much safer for all,\" which indicates rejection of the regulation.", "tone": "negative", "tags": ["bathroom access", "student safety", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88267", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I have read it and I am fine with it.", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I am fine with it\" and describes the guidance as \"helpful\" and \"a helpful starting point\" for schools. They also encourage continued efforts to improve \"safety, privacy, and access to education,\" which indicates approval of the regulation's goals and content.", "tone": "positive", "tags": ["transgender students", "student safety", "privacy", "access to education", "school board guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88268", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose....This severely hurts the ones that it is intended to help.  The irony is undeniable.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly begins with \"Oppose\" and argues the policy \"severely hurts the ones that it is intended to help.\" They also question the \"real agenda\" and say society is \"putting children through needless pain,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "student wellbeing", "gender identity", "child welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88269", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I’m for it.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I’m all for it,\" which directly supports adopting the regulation. The follow-up, \"These children need all the help and sympathy we can give them,\" reinforces approval of the policy’s purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88270", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disapprove", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Disapprove\" in both the title and body, indicating clear opposition to adopting the regulation. It provides no supporting reasons or requested changes beyond rejection.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88271", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose VDOE Proposed Guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Oppose VDOE Proposed Guidelines\" and argues the policy \"falls outside of the mission of the Public School System.\" They also object that it \"seeks to take control away from parents,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "school policy", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88272", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender issues...", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter is explicitly upset about Virginia allowing \"children who R confused about there sexual identity\" and rejects the premise that a child can identify differently from their sex at birth. They also argue the state should instead require parental involvement and counseling, indicating opposition to the proposed transgender student policies as written.", "tone": "negative", "tags": ["transgender students", "parental rights", "counseling", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88273", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% oppose this", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% oppose this\" and calls the policy \"Unbelievable\" and something that should not be \"introduced into our school system.\" They argue bullying protection should be handled locally and by families instead, and warn of a \"mass exodus\" if adopted.", "tone": "negative", "tags": ["transgender students", "bullying prevention", "parental rights", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88274", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "draft of treatment of transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of these proposed guidelines,\" which directly rejects the regulation. They also criticize the policy as \"radical theories\" that would \"eradicate all distinctions between male and female\" and \"indoctrinate our school children,\" indicating opposition to adoption.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "indoctrination", "sex distinctions"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88275", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Disapprove of Proposed \"Transgender\" Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Disapprove\" of the proposed policies and argues they should not be adopted. They object to schools facilitating transgender students and say it would \"cause further harm,\" while also criticizing the policies for \"violating the rights of the parents.\"", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student mental health", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88276", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gobbledegook", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter rejects the policy’s framing, stating that sex is \"determined at conception\" and criticizing the idea that it is \"assigned at birth.\" They also argue against changing \"language and/or culture,\" which indicates opposition to the transgender student guidance.", "tone": "negative", "tags": ["gender identity", "transgender students", "sex assigned at birth", "mental health", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88277", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Let's support our students in any way we can", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this effort to recognize and affirm whatever decisions students make about their own gender identity.\" They also endorse the policy on safety grounds, stating, \"If this keeps one student from suicidal feelings, it is worth it.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88278", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE  Disapprove 100%", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Disapprove 100%\" and \"100% Disapprove,\" which clearly indicates rejection of the proposed regulation. No supporting or neutral language is present.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88279", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support laws or regulations that provide freedom for transgender people to live their best lives,\" which clearly endorses the regulation's purpose. They also argue against restricting transgender people and say those who do so \"should not be allowed decide the laws,\" indicating approval of protections for transgender students.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "nondiscrimination", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88280", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "BIOLOGICAL AND SPIRITUAL CONSIDERATIONS OF OTHERS AS WELL", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter rejects key parts of the policy, saying transgender students' \"rights\" should not supersede others' rights and objecting to bathroom sharing with someone \"who was a man at birth.\" They also say the issue \"has gone too far\" and criticize the burden on educators, indicating opposition to adoption as written.", "tone": "negative", "tags": ["bathroom access", "parental rights", "religious freedom", "teacher burden", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88281", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This policy tramples on the People's rights. State's right do not extend to forcing gender ideology on those who disagree with it.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying it \"tramples on the People's rights,\" is \"unconstitutional,\" and ends with \"DO NOT TRAMPLE ON EVERYONE ELSE's RIGHTS!\" They argue the policy would force \"gender ideology\" and compel speech, indicating opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "free speech", "gender identity", "school autonomy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88282", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose this bill. I want to know what is going on in my children’s school and being taught.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this bill strongly\" and repeatedly rejects the policy as an intrusion on parental rights and school authority. They argue the schools and government are \"cram[ming] down ideologies\" and should not address transgender identity in this way.", "tone": "negative", "tags": ["parental rights", "transgender students", "government overreach", "school curriculum", "teacher workload"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88283", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"Opposed\" and argues that \"Allowing those feelings to take precedence over truth is not the answer,\" which rejects the policy's approach to transgender students. The references to \"God has given us a moral code\" and criticism of \"feelings and emotions\" indicate opposition to the regulation's underlying premise.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "school policy", "moral objections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88284", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Virginia School Transgender Polices: DONT DO IT", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges the agency to reject the policy, opening with \"DONT DO IT\" and repeatedly saying \"please do not make policies\" that support transgender students. They argue the guidance is \"pure insanity\" and would \"harm children,\" showing clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "privacy", "bathroom access", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88285", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Do Not Support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Do Not Support\" and repeatedly argues the policies should not be adopted, calling them \"another attempt to impose woke ideology\" and saying \"These proposed policies do not reflect the values of the people of Virginia.\" The comment objects to multiple provisions, including privacy protections, reduced gender segregation, gender-neutral attire, and staff training.", "tone": "negative", "tags": ["parental rights", "privacy", "LGBTQ+ inclusion", "school facilities", "staff training"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88286", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender identity CAN NOT be independent of biological sex. Stop the madness!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy is \"unscientific,\" has \"no place in public schools,\" and urges the Department to \"strongly oppose\" it. They also describe it as an \"obvious destabilizing agenda\" and object to being \"forced to comply,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "biological sex", "public schools", "parental rights", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88287", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Document: Model Policies for the treatment of transgender students in VA's Public Schools/22.1-23.3", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"THEREFORE WE ARE OPPOSED TO THIS BILL!\" and argues the policy is \"confusing the little ones\" and promoting an \"evil lifestyle.\" They ask to \"Leave them to be how they were created, boy or girl,\" which clearly rejects the proposed transgender student policies.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "religious freedom", "parental rights", "gender identity", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88288", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose the Guidance", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose the Guidance\" and argues the policies should not be adopted because they conflict with their view of sex and religion. They state that being required to recognize transgender identities would be \"to compel a religious belief\" and cite the Virginia Constitution as a reason to reject the guidance.", "tone": "negative", "tags": ["religious freedom", "parental rights", "transgender students", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88289", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I DO NOT APPROVE OF YOUR POLICY", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I DO NOT APPROVE OF YOUR POLICY\" and states it \"should not be forced on our children,\" which clearly rejects the proposed transgender student policy. The language \"This is wrong on a moral level\" further indicates opposition rather than a request for changes.", "tone": "negative", "tags": ["transgender students", "parental rights", "moral objection", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88290", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance 100%\" and closes with \"Please implement it.\" They also endorse the core provisions by praising preferred names, clothing choices, and pronouns as affirming and harmless.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "gender identity", "school dress code", "preferred name/pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88291", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Discrimination on Both sides", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter says the policy is \"one sided and does not protect everyone\" and argues it is \"discrimination against other peoples religion.\" They explicitly object to telling parents they cannot \"encourage them to embrace their god given birth sex,\" indicating opposition to the regulation as written.", "tone": "negative", "tags": ["religious freedom", "parental rights", "discrimination", "LGBTQ+ inclusion", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88292", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Government overreach and assault on parental rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies are \"harmful\" and concludes, \"This is bad policy for all Virginians!\" They argue the policies \"undermine the primary role parents have\" and make no allowances for those who disagree, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student privacy", "school safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88293", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of these policies\" and adds that \"they have no place in our educational system,\" which clearly rejects adoption of the regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender policy", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88294", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve of the proposed policy!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed policy\" and repeats that they \"do not approve.\" The rest of the comment uses strongly negative language like \"this policy is insanity\" and \"CRAZY!\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion", "political opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88295", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I am 100% against this\" and calls it a \"ridiculous policy,\" which clearly rejects the regulation. They also object to restroom access for transgender students, saying a \"male\" should not use the same restroom as his daughter and proposing a separate restroom instead.", "tone": "negative", "tags": ["bathroom access", "parental rights", "student privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88296", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concern with Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I beg of you not to adopt this plan as is!\" and repeatedly argues the proposed changes are \"HARMFUL\" and would create \"dramatic and, quite possibly traumatic, changes.\" Although they support protecting students from bullying, their overall position is against adopting the regulation because of concerns about bathrooms, changing spaces, and gender fluidity discussions.", "tone": "negative", "tags": ["bathroom access", "changing spaces", "parental concerns", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88297", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concerned Garndparent-needs revision", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support this bill as written\" and later, \"I strongly disapprove of this bill.\" They argue it would create \"confusion and chaos\" and object to bathroom access, pronoun requirements, and disciplinary action, while only suggesting it needs \"major revision.\"", "tone": "negative", "tags": ["parental rights", "bathroom access", "pronouns", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88298", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policy for the Treatment of Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and adds that they \"support transgender students in general.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "support for policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88299", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Pronoun policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I disapprove–not mildly, but strongly,\" which clearly rejects the proposed policy. They also dismiss it as an \"esoteric WOKE one,\" indicating opposition to the regulation itself rather than a request for changes.", "tone": "negative", "tags": ["pronoun policy", "transgender students", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88300", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disapprove of Trans Language", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the guidelines are \"absolutely in appropriate for schools & students\" and calls for \"Disapprove of Trans Language.\" They argue against allowing students to change identity without parent knowledge or legal documentation and reject shared bathroom/locker room access, indicating opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88301", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Draft Policies for Transgender Children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines\" and repeatedly states they are \"opposed\" to the policy. They argue it is a \"government power grab\" and object to schools helping students explore gender without parental knowledge, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "gender identity", "pronouns", "government overreach", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88302", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disagree with Transgender proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I strongly disagree with the idea\" and calls the policy \"going way too far,\" indicating clear opposition to adoption. They object specifically to bathroom/locker room access and pronoun requirements, and argue teachers should not be forced to comply.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "pronouns", "teacher conscience", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88303", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This Policy Poses great Security and Safety Concerns for ALL.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the transgender policy, saying it \"violates\" enrollment, security, and safety rules and that \"It is NOT up to the parents OR the students to identify or change their gender when enrolling in school.\" They argue schools should require legal documents and that principals \"can NOT enroll\" students without them, which is a clear call against the policy's approach.", "tone": "negative", "tags": ["student records", "privacy", "school enrollment", "security and safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88304", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Support This Policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and repeatedly argues that a \"rigorous policy is needed to protect a vulnerable group of students.\" They frame the regulation as necessary for student safety, acceptance, and well-being, not as something to reject or weaken.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "bullying prevention", "privacy", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88305", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This proposal promotes inequality - please ammend", "truncated": false, "stance": "support", "stance_confidence": 0.86, "stance_rationale": "The commenter explicitly asks to \"please ammend\" the proposal and argues it should be expanded, not rejected. They criticize the current language as an \"anti-community approach\" and propose additional affirming language for parents, communities, and school boards, indicating support for the regulation with changes.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student identification", "community input", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88306", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Why are you not following the Science?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of this policy,\" which directly rejects the regulation. They further argue that transgender identity is \"subjective, not factual\" and mock the policy with the \"identify as a dog\" example, indicating opposition to adoption.", "tone": "negative", "tags": ["transgender students", "science", "sex and gender", "school policy", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88307", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NOT PART OF PUBLIC EDUCATIONAL CIRRICULUM _No responsibility to add policy definition", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"This is NOT a PUBLIC SCHOOL responsibility. Therefore no policy is required\" and calls it \"Overstepping educational scope and responsibilities.\" This indicates opposition to adopting the proposed transgender student policies.", "tone": "negative", "tags": ["transgender students", "public schools", "policy scope", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88308", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY disapprove!", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly says \"STRONGLY disapprove!\" and argues the policy is \"Not the purpose of the educational system.\" They also state, \"This actually hurts all involved,\" which indicates opposition to adoption.", "tone": "negative", "tags": ["education policy", "transgender students", "school administration"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88309", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose the VDOE proposed guidelines.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the VDOE proposed guidelines\" and \"I do not approve of the proposed guidelines.\" They also object to the policy on ideological grounds, calling it \"radical theories\" that \"eradicate all distinctions between male and female.\"", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88310", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Violation of Public School Responsibilities _Remove statement", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says to \"Remove all language below\" and argues it is \"NOT a PUBLIC SCHOOL responsibility\" to include the cited guidance. They object to the policy language about parents and reporting to CPS, quoting it as something that should not be in the regulation.", "tone": "negative", "tags": ["parental rights", "child protective services", "transgender students", "school policy", "mental health staff"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88311", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "New transgender guidelines", "truncated": false, "stance": "unknown", "stance_confidence": 0.99, "stance_rationale": "The comment contains only the title \"New transgender guidelines\" and no body text, so it does not express approval, opposition, or any substantive position on the regulation. With no additional content, the stance cannot be inferred.", "tone": "unclear", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88312", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they are \"Totally opposed to these policies,\" which is a direct rejection of the regulation. They also state the policies \"undermine parents and religious beliefs,\" indicating substantive opposition rather than a request for changes.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88313", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender proposed legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not pass this bill,\" which is a direct rejection of the proposed regulation. They also argue it \"discriminates against parents\" and would \"do a real disservice\" to students, indicating opposition rather than a request for modification.", "tone": "negative", "tags": ["parental rights", "teacher workload", "transgender students", "counseling", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88314", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policy in Violation of Federal & State requirements (Security issues for ALL)", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly recommends “removing vague statements” and says there “should not be a Policy for ‘claiming identity’,” indicating opposition to the proposed transgender student policy. They argue it creates “a great security threat to ALL” and object to allowing students to assert identity “without any substantiating evidence.”", "tone": "negative", "tags": ["student privacy", "school safety", "parental rights", "transgender policy", "identity verification"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88315", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender policies-horrified", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the proposal \"so incredibly destructive\" and predicts it will drive parents and teachers away from public schools. They also reject the policy on religious and parental-rights grounds, asking \"Where are the rights of parents?\" and stating \"Government schools, you do not own our children.\"", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender policies", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88316", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Lunacy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"lunacy\" and dismissing transgender identity with \"Give me a birth certificate and I’ll tell you what gender you are.\" The language indicates opposition to the regulation’s recognition and treatment of transgender students.", "tone": "negative", "tags": ["transgender rights", "LGBTQ+ inclusion", "gender identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88317", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose proposed transgender guidelines!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed transgender guidelines\" and repeatedly argues they should not be adopted. They object to pronoun requirements, school involvement in gender identity, and bathroom/locker room access, saying the policies are \"inappropriate\" and would violate privacy and safety.", "tone": "negative", "tags": ["transgender policies", "parental rights", "pronouns", "bathroom access", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88318", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Children should not be pawns for government social experiments and power", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy’s approach, urging that schools \"objectively honor them by their biological sex\" and saying \"Do not endanger them\". The title and body frame the regulation as harmful, calling it \"government social experiments\" and \"child abuse,\" which indicates opposition to adoption.", "tone": "negative", "tags": ["transgender students", "privacy", "student safety", "biological sex", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88319", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The proposed changes are contradictory", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter argues the proposed policies are \"contradictory\" and quotes multiple provisions to challenge them, including confidentiality rules, self-identification standards, CPS reporting, and pronoun requirements. The overall thrust is criticism of the regulation and concern that it creates problematic obligations for school staff.", "tone": "negative", "tags": ["privacy", "parental rights", "child protective services", "pronouns", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88320", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose this Guidance Dcument", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fundamentally oppose the intent\" and also opposes \"each of the individual articles.\" This is a clear rejection of the proposed guidance rather than a request for changes.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88321", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Remove statement - unclear, confusing, vague, violates DOE regulatory enrollment guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says to \"Remove this statement,\" that the policy \"contradicts\" school enrollment and safety requirements, and recommends \"removing - all together this statement.\" They also object to confidentiality provisions, arguing schools would be \"prohibited from notifying parents\" and that the policy should be rewritten or removed.", "tone": "negative", "tags": ["parental rights", "student privacy", "school safety", "transgender students", "confidentiality"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88322", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disagree with this proposal,\" which clearly indicates opposition to adopting the regulation. No supporting reasons or requests for modification are provided beyond that rejection.", "tone": "negative", "tags": ["transgender policies", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88323", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Unnecessary and Irrelevant", "truncated": false, "stance": "oppose", "stance_confidence": 0.95, "stance_rationale": "The commenter says the policy is a \"non-academic burden on teachers\" and that teachers \"do not need to add this\" to their workload, which indicates opposition to adopting the regulation. The title \"Unnecessary and Irrelevant\" reinforces that they view the policy as unwarranted.", "tone": "negative", "tags": ["teacher workload", "administrative burden", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88324", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE THIS POLICY!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE THIS POLICY!!!\" and repeatedly urges that it \"SHOULD BE REJECTED BY THE VDOE.\" They argue it harms girls, destroys girls sports, and violates religious freedom, all of which indicate clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "bathroom access", "school sports", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88325", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Totally disgusting, again hurting our most PRECIOUS resource, for less than 1% of society!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly condemns the policy as \"Totally disgusting\" and says it is \"hurting our most PRECIOUS gifts\". They also call it \"child abuse,\" which indicates clear opposition to adopting the regulation.", "tone": "negative", "tags": ["transgender students", "child welfare", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88326", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"VDOE please do not do this\" and \"STOP,\" indicating they want the policy rejected. They also argue the government should \"STAY OUT of my FAMILY BUSINESS\" and that these cases should be handled by parents, which opposes the regulation's approach.", "tone": "negative", "tags": ["parental rights", "religious freedom", "government overreach", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88327", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not enact or even consider any of these policy guidelines,\" which is a clear rejection of the proposed regulation. The language \"truly abhorrent and disgusting\" further shows strong opposition to the policy.", "tone": "negative", "tags": ["transgender policies", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88328", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Strongly Oppose Transgender Policies\" and condemns the regulation as \"child abuse\" and \"pure evil.\" The language shows clear rejection of the proposed policies rather than support or neutrality.", "tone": "negative", "tags": ["transgender policies", "child welfare", "family values", "religious objections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88329", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "TRANSDENDER CHANGES", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I AM AGAINST THIS PROPOSED CHANGE!\" which directly rejects the regulation. The title, \"TRANSDENDER CHANGES,\" also signals opposition to the transgender-related policy.", "tone": "negative", "tags": ["transgender policy", "opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88330", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Is this what you want for your children/grandchildren? NO", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not pass these harmful requirements\" and \"VDOE must listen to the outcry of the parents!\" They argue the policy is harmful, creates confusion, removes parents from involvement, and endangers children, especially girls.", "tone": "negative", "tags": ["parental rights", "student safety", "privacy", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88331", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% Support\" and asks to \"Please protect trans and non-binary students\". They also state \"This is a step in the right direction\" and offer \"full support,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "support for transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88332", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Students DO NOT have the authority to Do What Ever they want - when they Feel like it in PUBLIC SCHO", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy is \"Invalid\" and \"Biased to ONLY transgender students\" and repeatedly demands to \"Remove statement below.\" They object to allowing transgender students restroom/locker room access without questioning, indicating opposition to the regulation as written.", "tone": "negative", "tags": ["transgender students", "bathroom access", "privacy", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88333", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to Transgender Policies - In Favor of Science and Safety for Boys and Girls - Children Grow", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies are \"hurtful\" and frames them as dangerous, arguing they should not be adopted. Phrases like \"Opposed to Transgender Policies\" and claims that allowing restroom or locker room access would make an adult \"a danger to those children\" show clear rejection of the regulation.", "tone": "negative", "tags": ["transgender policies", "bathroom access", "locker rooms", "student safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88334", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "i support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I 100% support the Model Policy,\" which directly endorses adoption. The phrase \"as a current student\" adds personal support but does not change the clear pro-policy stance.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88335", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I 100% support this document", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I 100% support this document\" and praises the guidelines as an \"evidence based approach\" that helps educators support students. They also endorse the document's purpose of preventing \"discrimination and harassment.\"", "tone": "positive", "tags": ["transgender students", "nondiscrimination", "student safety", "bullying prevention", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88336", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Student transgender and sexual identity", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter says to \"Concentrate teaching students classical education and leave social issues to their parents,\" which rejects the regulation's focus on transgender-related school policies. This implies the commenter wants schools to avoid adopting or emphasizing these policies.", "tone": "neutral", "tags": ["parental rights", "curriculum", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88337", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose the new policies regarding transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Oppose the new policies regarding transgender students\" and argues that society should not \"reject reality\" in favor of transgender students' self-perception. The comment frames the policies as harmful and as \"acceptance of erroneous self-perception,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "gender dysphoria", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88338", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "PUBLIC SCHOOL_ Students do not run the school.  PERIOD", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy \"should not be considered\" and asks to \"Remove this statement,\" indicating rejection of the regulation. They also object to the quoted gender-neutral dress code language, claiming it will \"cause disruptions and distractions.\"", "tone": "negative", "tags": ["dress code", "gender identity", "school activities", "policy language", "student expression"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88339", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is an incredible step, approve and pass this to protect kids from bigotry in schools!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval multiple times, calling it \"an incredible step\" and saying \"please PASS THIS.\" They frame the policy as necessary to \"protect kids from bigotry in schools\" and to protect trans students' rights and fair treatment.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "bathroom access", "anti-bullying", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88340", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop weaponizing speech", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"These policies will cause more harm then good\" and argues they should not be adopted because they are \"not based in science,\" \"remove parental rights,\" and are \"a disservice to women's sports.\" The overall message is a clear rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["parental rights", "women's sports", "science", "lawsuits", "teacher speech"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88341", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I do not approve!\" which clearly rejects the proposed transgender student policy. No supporting reasons or requests for modification are provided, but the stance against adoption is unambiguous.", "tone": "negative", "tags": ["transgender policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88342", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Dangerous Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policies \"very dangerous\" and says Virginia \"should not go down\" this \"slippery slope,\" indicating clear opposition to adoption. They object to multiple provisions, including transgender student participation in sports, pronoun requirements, and privacy/medical guidance, and argue the policies would encourage harmful outcomes.", "tone": "negative", "tags": ["transgender students", "school sports", "pronouns", "parental rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88343", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do Not Support These Proposed Changes", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Do Not Support These Proposed Changes,\" which directly rejects the regulation. The body reinforces opposition by arguing the policies \"will hurt children and adults alike\" and appealing to a religious view of sex and gender.", "tone": "negative", "tags": ["religious freedom", "gender identity", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88344", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I do not approve!!\" which directly rejects the proposed transgender student policies. There is no qualifying language or request for changes, indicating clear opposition.", "tone": "negative", "tags": ["transgender policies", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88345", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Parents have the legal right, via the Family Educational Rights and Privacy Act (FERPA, 1974),", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says to \"remove this draft policy statement\" and argues that the policy would improperly keep parents uninformed. They object that staff \"DO NOT have the authority to withhold any information from parents/legal caretakers\" and that parents should be notified and able to intervene.", "tone": "negative", "tags": ["parental rights", "privacy", "FERPA", "school notification", "student records"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88346", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% Approve", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am full support the draft guidance provided by the VDOE\" and praises it as helping \"the success and wellness of all students.\" The statement that the policies \"will truly save lives\" is a strong endorsement of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student wellness", "nondiscrimination", "school safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88347", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the Virginia Department of Education's efforts to support transgender students with this policy.\" They also affirm that the policy will help protect students' rights and needs, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "student support", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88348", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "How much $$$ has VA put aside for when they get sued into the dark ages for this dystopian garbage", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the regulation, calling it \"dystopian garbage\" and mocking it as something that will get the state \"sued into the dark ages.\" The closing line, \"Time for private school!\", signals withdrawal in protest rather than support for adoption.", "tone": "negative", "tags": ["transgender students", "school policy", "legal concerns", "private school"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88349", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Looneyville", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose such policies\" and argues they \"cause so much harm for our children.\" The rest of the comment reinforces rejection of the regulation by framing it as denying \"truth and facts\" and letting \"feelings take over our education.\"", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy", "parental concerns", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88350", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Public School CAN NOT TAKE AWAY PARENTS RIGHTS and withhold information", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"DO NOT approve recommend standard, p12 as written\" and argues it is \"in violation of parental rights.\" They object to school staff withholding a student's transgender status from parents and warn that \"legal lawsuits may follow.\"", "tone": "negative", "tags": ["parental rights", "privacy", "FERPA", "transgender students", "school notification"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88351", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model policies for the treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the proposed policies \"an overreach\" and says implementing them would be \"potentially more detrimental\" to children, indicating rejection of the regulation. They also object that the policies disrespect parents and \"set a dangerous precedent,\" which reinforces opposition rather than support for adoption with changes.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "student privacy", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88352", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE STOP FORCING LIBERAL AGENDAS IN SCHOOL", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and asks to \"STOP the pushing social agendas,\" indicating rejection of the proposed transgender student policies. The complaint that VDOE should \"GET BACK TO ACTUAL learning\" frames the regulation as an unwelcome priority.", "tone": "negative", "tags": ["transgender students", "school policy", "curriculum priorities", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88353", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "security concern - Public School have to be accountable for ALL and know identity (pick one)", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"This is not a PUBLIC SCHOOL issue\" and asks to \"Remove statement above,\" indicating opposition to the proposed transgender student policy language. They also argue it \"violates Federal enrollment status\" and \"poses a security concern,\" showing they want the regulation rejected or substantially weakened.", "tone": "negative", "tags": ["security concern", "accountability", "gender identity", "public schools", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88354", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support these model policies\" and frames them as promoting \"dignity, respect and safety of ALL persons.\" They also condemn opposition to the policies as \"hateful,\" which reinforces clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "religious perspective"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88355", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DISGUSTING - STOP RUINING OUR SOCIETY", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"DISGUSTING\" and saying \"Do not force teachers, parents and students to go along with your ideological agenda.\" They repeatedly argue it is \"completely discriminatory\" and ask for a \"religious exemption,\" which indicates opposition to adoption as written.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "student privacy", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88356", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SAY NO WAY _ identity without any substantiating evidence  (SECURITY CONCERN FOR ALL)", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Do NOT accept policy as written,\" and argues schools should require \"proper and legal documentation\" rather than allowing asserted names/pronouns without evidence. The repeated emphasis on \"security,\" \"accountability,\" and the claim that the policy is \"vague, unclear and ambiguous\" shows opposition to the regulation as drafted.", "tone": "negative", "tags": ["parental rights", "privacy", "student records", "gender identity", "school administration"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88357", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do NOT agree with these new policies,How is this even acceptable?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT agree with these new policies\" and calls the bill \"harmful and disgusting.\" They also argue it will \"do more harm than good\" and object to schools and teachers getting involved, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "student privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88358", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed guidelines for Transgender in Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose these proposed guidelines\" and repeatedly argues they are an \"overreach\" that should not be imposed in schools. They also call the guidelines \"non factual and wrong,\" claim they \"put children at risk,\" and object to pronoun regulation, facilities sharing, and perceived infringement on parental and religious rights.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88359", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please don't make this mistake", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly calls the policy an \"experiment on children\" and says it will \"create mass confusion,\" indicating rejection of the regulation. The question about whether officials want to keep \"causing excellent employees and families to leave\" further argues against adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "student wellbeing"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88360", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "GENDER NEUTRAL LANGUAGE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I take exception to the proposed legislation\" and calls it \"an extreme and harmful idea,\" indicating clear opposition. They also object to \"eliminate gender specific language\" and frame it as violating \"freedom of speech\" and \"freedom of religion,\" which shows they do not want the policy adopted.", "tone": "negative", "tags": ["gender-neutral language", "religious freedom", "free speech", "curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88361", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "REMOVE reference to \"WISHES of a STUDENT\" this is PUBLIC SCHOOL", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Remove this recommended policy\" and argues the guidance is \"ambiguous\" and should be \"remove[d] and re-write[n].\" They object to staff being directed to follow a student's \"wishes\" regarding name and pronouns, indicating opposition to the regulation as written.", "tone": "negative", "tags": ["pronouns", "student identity", "school staff", "policy ambiguity", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88362", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% SUPPORT THIS POLICY", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% SUPPORT THIS POLICY\" and repeatedly endorses it as necessary to ensure transgender students are treated fairly and safely. They describe a harmful experience with pronoun refusal and conclude that schools have a responsibility to provide \"a safe and equitable learning environment for all children.\"", "tone": "positive", "tags": ["transgender students", "pronouns", "student safety", "nondiscrimination", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88363", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I have several objections\" and repeatedly argues these policies should not be introduced, including \"I will not support them being introduced to your children.\" The comment frames the policies as harmful and contrary to the commenter’s beliefs and parental rights.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "student mental health", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88364", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do NOT support!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Do NOT support!\" and repeatedly urges, \"Please do not allow this to happen in our school systems!!\" They argue the policies would cause \"horrible consequences\" and \"make so many things worse,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "school facilities", "student privacy", "sports participation", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88365", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support these proposals", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these proposals\" and states they are \"very much needed for the well-being and safety of all students.\" This is a clear endorsement of adoption.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "bullying prevention", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88366", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Remove reference to T-Gender.... Be inclusive and remember others (overweight kids, disabled kids..", "truncated": false, "stance": "oppose", "stance_confidence": 0.95, "stance_rationale": "The commenter explicitly says to \"REMOVE this recommended standard\" and argues that citing transgender students is \"not enough.\" They object to the transgender-specific language and say it should be broadened or omitted, which indicates opposition to the proposed policy as written.", "tone": "negative", "tags": ["transgender students", "bullying prevention", "harassment", "inclusivity", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88367", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, saying \"This is wrong on so many levels\" and warning that it will \"open so many more issues in our schools.\" They argue it would allow predators into restrooms/locker rooms and lead to assaults, indicating opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "sexual predators", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88368", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"These changes ought not be adopted,\" which directly rejects the regulation. They also frame the policy as harmful, saying it \"will penalize faithful Christian students, teachers, and families.\"", "tone": "negative", "tags": ["religious freedom", "transgender students", "public schools", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88369", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Your attempt to protect the rights of one group severely limits the rights of others - Echoed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not support this,\" and repeatedly urges the policies be \"revisit[ed] and rewrite[n].\" They argue the regulations \"take rights away\" from cisgender students, families, religious communities, and teachers, and object to privacy, restroom, and CPS-related provisions.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88370", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender is not binary", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying \"This policy does just that\" after arguing to \"accept the science\" and \"embrace God's main message: LOVE ONE ANOTHER.\" They also thank \"the leaders embracing this\" and contrast it with \"hate and denial,\" indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "religious freedom", "student rights", "anti-discrimination", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88371", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT SUPPORT", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly says \"DO NOT SUPPORT\" and argues the policies are \"not clear and poorly written.\" They also object to the idea that \"Students wishes and Students can do what ever they want when they want\" should be in school policy, indicating rejection of the regulation.", "tone": "negative", "tags": ["school policy", "transgender students", "student conduct", "clarity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88372", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose this disgraceful act.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this disgraceful act,\" and argues that officials are \"trying to rule our children\" and \"over ride the rights of parents.\" This is a clear rejection of the proposed transgender student policies, framed as a defense of parental rights.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88373", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model policies for the treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the policies listed in this document\" and repeatedly argues against them as \"morally wrong.\" They object to \"the removal of parental governance and rights,\" \"allowing children to change their gender,\" and penalties for pronoun use, all of which indicate rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "pronouns", "teacher discipline", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88374", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "These policies will save lives", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this proposal\" and argues that \"Inclusion for this population is essential.\" They also frame the policies as protective, saying they \"will save lives\" and help students feel \"validated.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88375", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgenderism", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy outright, saying \"How dare you try to change what God has created!\" and affirming only that \"God created us male and female.\" This is a clear objection to the transgender student policies rather than a request for modification.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88376", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the proposed agenda\" and rejects the policy as a \"liberal agenda.\" They also call for different policies, indicating they do not want this regulation adopted.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "parental rights", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88377", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to Flawed Model Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the model policies\" and repeatedly argues they should not be adopted, calling them \"flawed\" and \"not evidenced based.\" They also criticize specific provisions such as discipline for objecting teachers/students and school authority that would \"interfere with and undermine parental prerogative.\"", "tone": "negative", "tags": ["parental rights", "teacher discipline", "student discipline", "transgender policies", "detransition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88378", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support the VDOE Guidance Document", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this guidance document\" and argues that it will help LGBTQ+ students feel safe and overcome discrimination. The comment endorses the regulation as a needed response to harassment and discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88379", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Beware of Identity Politics", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter repeatedly questions the need for the policy and says, \"There was no need for action by the legislator,\" indicating opposition to adoption as written. They also argue it is \"more about scoring political points with identity politics\" and suggest it should be rewritten in \"more general terms,\" which signals they do not support the proposed regulation in its current form.", "tone": "negative", "tags": ["identity politics", "parental rights", "transgender students", "school sports", "puberty blockers"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88380", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "proposed DOE guidance document", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly says they \"do not agree with proposed documents,\" indicating opposition to the regulation. The concern about \"parents not being informed of school's actions with child\" suggests they want the policy rejected or changed to require parental notification.", "tone": "negative", "tags": ["parental rights", "student privacy", "transparency"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88381", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Completely unnecessary and dangerous", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly calls the policy \"Completely unnecessary and dangerous\" and asks, \"Why is this necessary?\" They argue it should not apply to minors and that such matters should wait until \"18+,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "minors", "school policy", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88382", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Parent of 3 Students Supports This Policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and describes it as \"a great foundation for support to all students.\" They also state it \"will help make school a safer place,\" which reinforces approval of adoption.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88383", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the draft guidance provided by the VDOE.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the draft guidance provided by the VDOE,\" which directly endorses adoption of the regulation. There is no qualifying language or criticism suggesting opposition or neutrality.", "tone": "positive", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88384", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Dept of Education/transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy as \"Completely wrong and completely confusing\" and asks to \"keep real biology and real science,\" indicating opposition to the transgender student guidance. The phrase \"Please leave fairy tales out of our schools\" further shows they want the regulation rejected.", "tone": "negative", "tags": ["transgender students", "biology", "science", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88385", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support this guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Fully support this guidance\" and \"100% support this necessary guidance,\" which clearly endorses adoption of the regulation. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88386", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Inclusive Policies Literally Save Lives", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the initiatives to protect trans and nonbinary youth in our schools\" and argues that these protections \"can and will save students' lives.\" The comment endorses the regulation’s goals of nondiscrimination, inclusion, and school-level protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88387", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Completely Wrong and completely confusing. Let's keep science and biology accurate.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks, \"Please leave this garbage out of our schools,\" indicating they want the policy rejected. They also argue that \"there are only 2 sexes\" and object to the guidance as \"completely wrong and completely confusing,\" which shows clear opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "biology", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88389", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I totally support this guidance.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I totally support this guidance\" and \"Please follow the guidance for transgender students as described above.\" This is a clear endorsement of adopting the regulation as written.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88390", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I completely support this!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I completely support this!\" and adds that it is \"backed by science\" and beneficial \"for the health and well-being of all students.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student well-being", "evidence-based policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88391", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This will endanger all children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly argues against the policy, saying it would \"endanger all children\" and \"harm them all.\" They also urge, \"Don’t be the cause of fostering situations for rape and sexual abuse,\" which clearly rejects adoption of the regulation.", "tone": "negative", "tags": ["student safety", "religious freedom", "privacy", "LGBTQ+ inclusion", "sexual abuse"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88392", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Quit politicizing schools and concentrate on teaching students.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am totally against this\" and calls the policy a \"transgender agenda\" and \"political agenda.\" They also urge reducing school funding and moving children to private school or homeschooling to avoid it, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "parental rights", "school funding", "political agenda"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88393", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DNA", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter clearly rejects the policy, calling it \"horrific and completely upside-down.\" The phrase \"Follow the science,\" except when it comes to DNA\" signals opposition to the transgender student guidance on biological grounds.", "tone": "negative", "tags": ["transgender students", "science", "biology", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88394", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "?? Support this policy! ?? ??????", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this guidance document\" and repeats, \"I support this guidance\". They argue it will help LGBTQ+ students feel safe and reduce \"discrimination and harassment,\" which clearly indicates approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88395", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concerned teacher and parent", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says they would \"vehemently oppose\" the school's involvement and describes the policies as \"overstepping\" and \"invasive.\" They conclude that the policies \"do not protect\" students, teachers, or parents and instead put rights at risk, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "teacher authority", "privacy", "student identity", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88396", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy’s inclusion of transgender students, saying it will \"confuse them even more\" and objecting to saying it is OK to be \"bisexual, gay or lesbian and now transgender.\" The final sentence urges that such matters be kept out of public education, indicating opposition to adoption of the regulation.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "public education", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88397", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I don't approve!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of your proposed guidelines\" and argues they are based on \"radical theories\" that would \"eradicate all distinctions between male and female.\" This is a clear rejection of the regulation as proposed.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88398", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidelines written to protect transgender students and keep them safe.\" This is a clear endorsement of adopting the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88399", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT APPROVE THIS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"DO NOT APPROVE THIS\" and asks, \"Please do not approve this sickening agenda,\" which clearly rejects the regulation. The phrase \"sickening agenda\" indicates opposition to the policy itself rather than a request for changes.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88400", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not support", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support\" the policies and adds, \"These policies harm all children,\" which clearly rejects adoption of the regulation. The statement is broad and negative toward the proposed guidance rather than requesting changes.", "tone": "negative", "tags": ["transgender students", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88401", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this guidance.\" They also endorse the policy goal by stating that \"Transgender youth need, want, and deserve to feel safe in their schools.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive schools", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88402", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender BS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"Transgender BS\" and saying \"Forcing transgender anything on the 99% heterosexual population is wrong!!!\" This is a clear objection to adopting the regulation and frames it as coercive.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88403", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Totally Disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Totally Disagree\" and calls the policy \"completely ridiculous\" and a \"Terrible use of our tax dollars,\" which clearly indicates rejection of the regulation. There is no language suggesting support or a request for modification; the comment is purely oppositional.", "tone": "negative", "tags": ["budget concerns", "transgender policies", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88404", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I absolutely DO NOT APPROVE\" of the \"new Virginia Department of Education Guidelines\" and urges, \"STOP with all this silliness.\" The rest of the comment argues against transgender identity as \"a psychological fantasy,\" reinforcing clear opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "privacy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88405", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed transgender  policy.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I am totally opposed to any public school policy\" and objects to a policy that would affect their granddaughter's privacy. They specifically reject shared restroom/shower access with \"biological males,\" indicating opposition to the proposed transgender student policy.", "tone": "negative", "tags": ["privacy", "bathroom access", "student safety", "parental rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88406", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "gender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support any measures to remove/reduce traditional gender from our schools,\" which rejects the proposed transgender student policies. They also call the policies \"indoctrinating the children\" and argue schools should keep \"traditional gender roles\" and sex-segregated facilities, indicating opposition to the regulation as written.", "tone": "negative", "tags": ["traditional gender roles", "bathroom access", "locker rooms", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88407", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Fully Support!\" and repeatedly endorses the guidance as \"needed, worthwhile, and valuable.\" They also state it \"will save lives\" and \"Only rightful good will come for this,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "anti-bullying", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88408", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "School transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment calls the policy a \"Revolting perversion,\" which is a clear denunciation of the transgender student policies. It expresses strong rejection rather than support or neutral feedback.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88409", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Education Equity", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter clearly endorses the policy’s underlying goals, stating that \"our priority should always be our students first\" and that \"Inequity shall not be tolerated nor perpetuated.\" The emphasis on student well-being, safety, and health indicates support for protections for transgender students rather than opposition.", "tone": "positive", "tags": ["education equity", "student safety", "LGBTQ+ inclusion", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88410", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support this legislation,\" which directly indicates opposition to the proposed regulation. The follow-up statement, \"It will cause more harm than good,\" reinforces that they want it rejected rather than adopted.", "tone": "negative", "tags": ["transgender policy", "school regulations", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88411", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and calls it \"a great first step\". They also praise it for helping and respecting transgender students and creating \"a more inclusive environment,\" which clearly indicates approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusivity", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88412", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose the new guidelines based on eradicating male/female distinctions", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"strongly opposed\" to the guidelines and that \"this policy needs to be tossed.\" They argue the policy would be \"detrimental to the learning process\" and create disruption, indicating clear rejection of adoption.", "tone": "negative", "tags": ["privacy", "student safety", "bathroom access", "school disruption", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88413", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "YOU'VE LOST YOUR SANITY / OUR KIDS GET DAMAGED", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges officials to \"DROP THIS TOPIC\" and \"STOP WASTING OUR TAX DOLLARS,\" calling the policy \"illogical,\" \"inappropriate,\" and \"confusing.\" They argue schools should not address transgender issues and that this would cause \"irreparable damage\" to children.", "tone": "negative", "tags": ["transgender students", "parental rights", "school curriculum", "student identity", "taxpayer concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88414", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for bill regarding treatment of transgender students in Virginia Public Schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"wholeheartedly support passage of this bill\" and expresses gratitude for the policy. This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88415", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Wholeheartedly disapprove of the policy superseding parental authority, religious rights, and...", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"wholeheartedly disapprove\" of the policy and repeatedly argues it \"shouldn't\" move forward, including \"If this moves forward, and I hope it doesn't.\" They frame the proposal as threatening \"parental authority,\" \"religious rights,\" and student safety, and call for \"exceptions\" to the policy.", "tone": "negative", "tags": ["parental rights", "religious freedom", "bathroom access", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88416", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Keep up the good work!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly praises the policy as \"a fantastic step forward\" and asks to \"continue to protect the rights of ALL people and all students.\" This is clear approval of the regulation and encouragement to keep it in place.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88417", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposition to  proposed transgender legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I wholeheartedly disagree\" and asks, \"Please vote against it\" and \"Do not enact these rules.\" This is a clear rejection of the proposed transgender policies, with the stated concern that they would \"break families apart\" and make parenting harder.", "tone": "negative", "tags": ["parental rights", "family impact", "transgender policies", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88418", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not agree with the proposed bill\" and characterizes it as an attempt to \"penalize those who do not agree\" with the policy. The statement that \"The science of biology supports male or female sex for every individual\" and \"Children are not the property of the state\" further indicates rejection of the regulation's premise and goals.", "tone": "negative", "tags": ["transgender students", "biology", "free speech", "parental rights", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88419", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Dangerous and Unwarranted", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy as a \"dangerous usurpation of parents' right\" and says it is \"founded on identity politics, not science.\" The statement that it will \"endanger the lives of children\" indicates clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "transgender students", "student safety", "science"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88422", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DO NOT APPROVE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT approve of these proposed guidelines\" and urges \"DO NOT APPROVE.\" They object to the policies as \"radical theories\" and say they \"indoctrinate our school children,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender policies", "school children", "indoctrination", "sex distinctions"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88420", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The Wisdom of Man Without God", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The comment calls the policy \"Pure insanity\" and frames it as \"the wisdom of man, void of God,\" which clearly rejects the proposed transgender student policies. It offers no support or neutral inquiry, only condemnation of the regulation.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88421", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "How far we have fallen!!!  Check the plumbing!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the premise of the policy, saying there is \"absolutely no evidence for the notion of transgender\" and calling it \"How foolish\" for legislators to spend time on it. The \"Check the plumbing!!!\" remark and references to sex differences indicate opposition to the regulation's treatment of transgender students.", "tone": "negative", "tags": ["transgender students", "sex differences", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88423", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this policy,\" which directly indicates approval of the regulation. The added phrase \"as a parent in Fairfax county\" provides context but does not change the clear supportive stance.", "tone": "positive", "tags": ["transgender students", "public schools", "parental support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88424", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this policy,\" which directly endorses adoption of the regulation. The additional line, \"As a Fairfax County parent, I support this policy,\" reinforces the same position without adding conditions or objections.", "tone": "positive", "tags": ["transgender students", "school policy", "parental support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88425", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for Trans* students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges action in favor of the policy: \"All students deserve to be safe, protected, and to learn in a supportive environment\" and says Virginia should be \"leading the way\" on \"human rights\" and \"science.\" The criticism of those who would create \"unsafe places for trans students\" indicates support for the regulation’s protections for transgender students.", "tone": "positive", "tags": ["transgender students", "student safety", "human rights", "supportive environment", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88426", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Educate / Don't Indoctrinate and Confuse!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"Stop!\" and \"THROW THIS FOOLISH POLICY IN THE TRASH.\" They argue it is \"inappropriate\" and should not be adopted because it allegedly confuses students and threatens privacy and safety.", "tone": "negative", "tags": ["transgender students", "parental rights", "student privacy", "bathroom access", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88427", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the Model Policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the Model Policy\" and thanks the Department \"for working to create a safe and supportive environment for all students.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88428", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Guideline document on transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I am totally opposed to this being proposed for Virginia schools,\" which is a direct rejection of the regulation. They also argue it should be left to \"the parents\" and that it takes away \"our parental rights,\" indicating they want the policy rejected rather than adopted.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88429", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Human Rights in Schools- YES", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the guidance as a \"huge leap forward\" and says \"YES\" in the title. They praise the policies for protecting students' \"basic human rights\" and state they are \"proud\" of Virginia public schools for supporting \"ALL of our students.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "human rights", "school climate", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88430", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Wonderful. In full support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Wonderful. In full support\" and thanks the drafters for \"supporting trans youth.\" They also express approval of the policy’s purpose, saying it \"only improves lives\" and wishing it had existed when they were in school.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88431", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the proposed transgender policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the model transgender policy,\" which directly endorses adoption of the regulation. The rest of the comment criticizes opponents, reinforcing a pro-policy position.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88432", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose this kind of rule, it is against Natural Law. It es the climax of corruption and perversion", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this kind of rule\" and argues it is \"against Natural Law and Morals.\" They also urge that it not be approved, saying it would \"destroy our Virginia and the U.S.A.\" and that there is \"no chance it will be law ever.\"", "tone": "negative", "tags": ["religious freedom", "transgender students", "moral opposition", "public referendum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88433", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender in Schools and Public Spaces", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter repeatedly argues against accommodating transgender students, asking why schools should \"change due to a few's perspective\" and framing such policies as \"confusing\" and potentially harmful. They also question whether children should be accommodated at all, implying the regulation should not be adopted.", "tone": "negative", "tags": ["parental rights", "gender identity", "student privacy", "school accommodations", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88434", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Let parents decide what is best for kids", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter argues that \"Sex and physiology related topics is not appropriate to be taught in schools\" and that \"Parents and guardians are the right folks\" to handle these issues, which rejects the regulation’s school-based guidance. They also say \"kids should not be taught/deciding on these topics outside the nuclear family,\" indicating opposition to the policy framework.", "tone": "negative", "tags": ["parental rights", "gender identity", "transgender students", "school curriculum", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88435", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "UNACCEPTABLE & Dangerous", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policies \"UNACCEPTABLE & Dangerous\" and says they \"completely unacceptable,\" indicating clear opposition. They argue the policies \"violates parental rights\" and \"jeopardize safety,\" and object to school involvement in decisions about children.", "tone": "negative", "tags": ["parental rights", "student safety", "privacy", "bathroom access", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "88436", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In support of VDOE to support transgender youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the dissemination of these tools to all schools in Virginia\" and thanks those who \"support transgender youth.\" The comment praises the guidelines as \"evidence-based\" and intended to reduce discrimination and harassment, indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "transgender youth"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95640", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VA school policies that support transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"Absolutely, 100% support for these students!\" This is a clear endorsement of the proposed transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95641", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Referendum", "truncated": false, "stance": "unknown", "stance_confidence": 0.86, "stance_rationale": "The comment does not clearly endorse or reject the transgender student policies; it only says, \"Let the people decide.\" This is a procedural request for a referendum rather than a substantive position on adoption of the regulation.", "tone": "neutral", "tags": ["referendum", "public input"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95642", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A message from a trans adult in the community - VOTE YES!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"VOTE YES!\" and repeatedly urges support for the guidance, stating it is important to \"support our trans kids\" and that \"This guidance will hopefully be the start to a better learning environment.\" The comment also argues against objections to the policy, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95643", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!!!\" and repeatedly argues against the policy, calling it \"a complete loss of rights and trust\" and \"not the answer at all.\" They object to not notifying parents and say \"The school is not the place to enforce such a policy,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school policy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95644", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support adoption of the proposed transgender guidelines for schools.\" This is a clear endorsement of the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95645", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Sound Guidelines", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support these guidelines\" and describes them as \"reasonable.\" They also state the policies will \"lead to more equitable treatment of all students,\" indicating approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equity", "student support", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95646", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "There are only 2 genders", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy’s premise, stating \"There are only 2 genders\" and calling anything else \"a myth\" and \"lies to our children.\" They also argue for replacing it with \"Christian values,\" which indicates opposition to adopting the transgender student policies.", "tone": "negative", "tags": ["gender identity", "religious freedom", "LGBTQ+ inclusion", "school values"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95648", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT AND PROTECT TRANS STUDENTS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"SUPPORT AND PROTECT TRANS STUDENTS\" and repeatedly urges that \"School policy needs to protect them.\" They argue the regulation should ensure safety, dignity, rights, and privacy for trans students, which is clear support for adoption.", "tone": "positive", "tags": ["transgender students", "student privacy", "student safety", "nondiscrimination", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95647", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this measure!\" and describes it as \"a huge step forward.\" They also endorse its goals of safety, mental health, and respectful self-expression for trans, cis, and questioning students.", "tone": "positive", "tags": ["student safety", "mental health", "LGBTQ+ inclusion", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95649", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support! Protect trans students.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and adds \"We must protect our trans students,\" which clearly endorses adoption of the regulation. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95650", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Support\" and repeats \"support!!!!!,\" which clearly indicates approval of the proposed regulation. There is no language suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95651", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance.\" They also endorse the policy goal by stating, \"All children deserve to be protected and feel safe in school,\" which aligns with adoption of the regulation.", "tone": "positive", "tags": ["student safety", "support for guidance", "transgender students", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95652", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "LGBTQ", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"This would be a great opportunity and progressive step\" and frames the policy as \"including LGBTQ communities n schools,\" which clearly endorses adoption. There is no opposing language or request to weaken the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "supportive schools", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95653", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses adoption of the proposed regulation. No qualifying language or objections are included.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95654", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!\" and states that \"Trans students deserve to be able learn in a safe and nondiscrimanatory environment!\" This clearly endorses adoption of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95655", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect TRANS STUDENTS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"protect trans rights\" and the title \"Protect TRANS STUDENTS\" clearly endorses the regulation’s purpose. The phrase \"they deserve the world\" is affirming and supportive rather than critical.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95656", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is why we need school choice", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter says, \"This is exactly why we need school choice,\" referring to the proposed transgender student policies as the reason to redirect funding away from public schools. By advocating to \"divide up the Education budget per kid and send that money to the school of the parents choice,\" the comment clearly signals opposition to the regulation and the public-school framework it would apply to.", "tone": "negative", "tags": ["school choice", "public schools", "education funding", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95657", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Supporting Trans Students Keeps Students Safe", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges officials to \"support them and keep them safe\" and says schools should \"accept trans and nonbinary students for who they are.\" The comment frames the policy as necessary to protect vulnerable youth and improve their well-being, which clearly supports adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "bullying prevention", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95658", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT!\" and argues that \"all people are accepted and treated as equal,\" calling for \"inclusivity.\" This clearly endorses the proposed transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student equality", "inclusivity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95659", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses the proposed regulation. No qualifications or objections are included.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95660", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues the policy \"opens the doors for predators to target our children,\" which is a clear rejection of the regulation. The comment does not request changes; it seeks to block adoption based on safety fears.", "tone": "negative", "tags": ["student safety", "predators", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95661", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this proposal\" and frames it as protecting transgender and non-binary children from discrimination. They also endorse the policy basis, stating it should be based on \"research and science\" and that these students \"deserve to be treated fairly and with dignity.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "anti-discrimination", "student dignity", "evidence-based policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95662", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support - It's for them, not you", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support this policy\" and repeatedly argues to \"get a policy in place\" to help transgender students. They frame the regulation as necessary to provide support, reduce bullying, and create consistent standards across jurisdictions.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student support", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95663", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT!!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT!!!!!\" and argues that \"Trans rights are human rights\" and transgender people \"DESERVES FAIR TREATMENT.\" The comment urges the policy to \"give them the support they need and deserve,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights", "equal treatment", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95664", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly states \"SUPPORT\" and repeats \"Support$$,\" indicating clear approval of the proposed regulation. No contrary language or qualifications are present.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95665", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!!! Protect trans students!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!!!\" and urges to \"Protect trans students!\" This clearly endorses the proposed policies and their goal of making trans students feel safe in schools.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95666", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance!!\" which directly endorses the proposed regulation. The title also says \"SUPPORT,\" reinforcing the same position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95667", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgenders", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy outright, saying it is \"not a third option\" and that it is \"wrong\" to \"force these opinions on people.\" They also argue it will \"totally destroy female girl sports,\" indicating opposition to the regulation's treatment of transgender students.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "school sports", "gender identity", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95668", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies on the Treatment of Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am writing in support of the Model Policies on the Treatment of Transgender Students\" and repeatedly endorses equal treatment and acceptance. They also argue that students should not be \"bullied, harassed, or discriminated against\" and conclude that all students should be treated equally and allowed to thrive.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "anti-bullying", "student safety", "non-discrimination", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95669", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and repeatedly urges, \"Please don’t allow this to happen!!\" They argue against transgender recognition in schools, calling it a \"psychological problem\" and warning of harmful consequences if the policy is adopted.", "tone": "negative", "tags": ["transgender students", "religious freedom", "student privacy", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95671", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Ansolutely Not", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, opening with \"Ansolutely Not\" and criticizing it as coercive: \"threaten and cajole us to either conform or face threats of removal.\" They also argue it imposes broad burdens on others for a small group, saying the policy would \"severely impact\" everyone.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95670", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE!!!!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this absolute insanity!!!!\" which clearly rejects the proposed regulation. The title \"OPPOSE!!!!!!!\" reinforces that they want it rejected.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95672", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!\" and urges that trans people \"Must protect,\" which clearly endorses adoption of the policy. The body is affirming of transgender people and does not express any opposition or reservations.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95673", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vehemently Oppose\" and \"I strongly object to this measure.\" They also argue it is \"morally and ethically wrong\" and an \"infringement upon our religious beliefs,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "parental rights", "first amendment", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95674", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that schools should \"do everything possible to protect the rights of students who are transgender, gender nonconforming, nonbinary, etc.\" This clearly endorses adoption of the regulation's protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "civil rights", "nonbinary students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95675", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose!! This is extremely dangerous!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose!!\" and calls the policy \"extremely dangerous,\" indicating clear rejection of the regulation. The statement that \"This is Orwellian\" further shows disapproval of the proposed transgender student policies.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95676", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the policies to support trans students.\" They also reinforce approval by stating that the policies have \"significant positive impacts\" for trans students and all students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "support for transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95677", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support! Protect trans students.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and urges action to \"protect our trans students,\" which clearly endorses adoption of the regulation. The brief exclamation \"C'mon now!\" reinforces approval rather than criticism.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95678", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and adds \"Trans rights = human rights,\" which clearly endorses the regulation’s purpose and protections for transgender students. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95679", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!\" and asks to \"support the protection of trans lives.\" They also argue against barriers like \"Surgery requirements,\" indicating approval of the regulation with concern for transgender rights and access.", "tone": "positive", "tags": ["transgender rights", "health care", "equal rights", "access barriers", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95680", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender     u are either a woman or a man  no man claimed woman in womans bathroom", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy’s treatment of transgender students, stating \"u are either woman or man\" and that \"no man claiming to be a woman should be allowed in a womans bathroom.\" The phrase \"this is sick\" shows clear opposition to the regulation’s protections and bathroom access provisions.", "tone": "negative", "tags": ["bathroom access", "transgender students", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95681", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Opposed\" and argues the policy \"opposes God\" and \"takes parenting out of the hands of the parents.\" They also say it \"creates more problems than it solves,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender policy", "education priorities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95682", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policy for Trans Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I stongly support the well-researched and evidence based proposal.\" They also endorse the policy’s purpose, saying it would \"protect this very vulnerable group of students\" and create a \"safe and inclusive learning environment.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive schools", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95683", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Strongly Support\" and criticizes people who would oppose the policy, saying \"Imagine being opposed to this, I can't.\" The final sentence, \"Don't have kids if wont accept who they are,\" clearly endorses acceptance of transgender students and the regulation's purpose.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95684", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and states they are \"strongly in support of supporting and protecting trans students’ rights.\" This clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["transgender students", "student rights", "LGBTQ+ inclusion", "student protection"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95685", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!\" and argues that students should be able to express their gender identity \"in a safe environment.\" They also state that \"Transgender children deserve to be protected,\" which clearly endorses the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "gender identity", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95686", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed to this\" and argues against transgender students using bathrooms or dressing with others, indicating rejection of the policy. The language calling it \"tyrannical,\" \"child abuse,\" and saying it \"destroys families\" reinforces a clear oppositional stance.", "tone": "negative", "tags": ["bathroom access", "student privacy", "parental rights", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95687", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A mother, a nurse, and a researcher = OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"OPPOSE\" and argues against the policy by rejecting \"changes without facts to support it.\" They also criticize \"affirming treatment\" and say \"There is no evidence this treatment is effective,\" indicating opposition to the regulation’s transgender-student guidance.", "tone": "negative", "tags": ["transgender youth", "evidence-based policy", "medical treatment", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95688", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and asks to \"do everything in your power to protect and support transgender students and the entire LGBT+ student community.\" They also oppose any weaker approach, calling anything less \"a betrayal of our students' human rights.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "anti-discrimination", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95689", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support this legislation", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this legislation\" and \"urge you to pass it.\" They also frame the policy as beneficial, stating it will \"save lives,\" which clearly indicates approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95690", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Nudists don't force Naturalism on others!!! dont force LGBTQ on our Kids!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose!\" and objects to the policy with \"dont force LGBTQ on our Kids!!\" This indicates rejection of the proposed transgender student policies rather than support or neutrality.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95691", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" the draft policies and ends with \"Please DO NOT ratify these policies!\" They argue the policies threaten girls' privacy and safety, exclude parents, and involve schools in matters they believe schools should not handle.", "tone": "negative", "tags": ["privacy", "student safety", "parental rights", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95692", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this,\" which directly indicates approval of the proposed regulation. The title also says \"Support,\" reinforcing the same position.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95693", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE Model Policy for Treatment of Transgender Students in Virginia Schools.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the adoption of this Model Policy\" and frames it as the \"only moral choice.\" This is a clear endorsement of adopting the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "civil rights", "student protection"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95694", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses adoption of the proposed regulation. No qualifications or objections are included.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95695", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans, non-binary and gender non-conforming students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the model policy for trans and non-binary students.\" They also endorse the policy’s purpose by stating that \"All students deserve a safe and supportive school environment.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive school environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95696", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONG SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"STRONG SUPPORT\" and says the policy is \"an important step in creating a safe environment for all VA students\". The phrase \"help foster inclusiveness\" further indicates approval of the regulation.", "tone": "positive", "tags": ["student safety", "inclusiveness", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95697", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and \"very strongly support this policy recommendation.\" They also praise the policy as providing \"much needed guidance\" and helping schools create a \"safe and inclusive learning environment.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "teacher training", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95698", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" the policy and threatens to withdraw their children if it passes, which clearly indicates rejection of the regulation. There is no supporting or neutral language in the comment.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95699", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the comment \"Strongly Support\" and repeatedly endorses the policy’s goals, saying they want kids to be \"supported and defended\" and to have access to education \"no matter what they look like or identify as.\" They also argue against discrimination and for student safety and inclusion, which aligns with adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "bathroom access", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95700", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and adds that \"Supporting children being themselves should be a no-brainer,\" which clearly endorses the regulation. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95701", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this proposal\" and argues it would \"protect this already vulnerable group of students\" and create a \"safe and inclusive learning environment.\" The final aside is also supportive of the policy's goals, despite being dismissive of opponents.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive schools", "privacy", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95702", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Homesexual students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I hope most of this policy will be struck down,\" and argues that it is \"dangerous to experiment on people.\" They also oppose key elements of the regulation, including bathroom access, sports participation, and limiting parental involvement.", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "gender identity", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95703", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STUPIDITY AT ITS BEST", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policy \"the most ridiculous thing\" and says \"If this is passed, public schools will lose a ton of employees and students,\" indicating clear opposition. They also argue it will make children unsafe and propose an alternative, narrower bathroom arrangement instead of the policy as written.", "tone": "negative", "tags": ["student safety", "bathroom access", "locker rooms", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95704", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for Trans Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses protecting transgender students and says they should be \"uplifted, not alienated\" by school administrators. The comment supports allowing students to \"express their gender\" authentically and argues against harassment, indicating approval of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "gender identity", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95705", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender in school and sports", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with \"Absolutely NOT!!\" and argues that \"Males have absolutely no place in Female sports or any other female organisations,\" indicating opposition to transgender-inclusive school policies. The statement also says \"The same holds true for Females,\" reinforcing a rejection of the proposed guidance rather than support or neutrality.", "tone": "negative", "tags": ["school sports", "gender identity", "sex-specific facilities", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95706", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT!\" and adds \"Trans rights are a human right!\" indicating clear approval of the proposed transgender student policies. There is no language suggesting opposition or neutrality.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95707", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses adoption of the regulation. They also give a reason for approval, saying children \"deserve a safe and inclusive school community.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95708", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE- parents should maintain authority on these critical issues", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose these guidelines\" and argues that \"parents have authority\" rather than the government. They also reject mixed-sex access to bathrooms and locker rooms, calling it \"non-negotiable\" and describing the policy as \"irresponsible\" and \"dangerous.\"", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95709", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose transgender school policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the requirements being considered\" and calls the policies harmful because they \"provide no exceptions for faith based beliefs\" and \"block parents access\". They argue the policy \"take[s] away the rights of the majority,\" indicating rejection of the regulation as written.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "school policy", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95710", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Amendment", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Protect trans people\" and condemns the current situation as \"this awful oppression,\" which indicates support for the regulation’s protective intent. The phrase \"Shame on you for creating this hostile environment\" suggests they want stronger protections rather than rejection of the policy.", "tone": "negative", "tags": ["transgender rights", "anti-discrimination", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95711", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender in Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, calling it \"sick,\" \"disgusting,\" and saying that \"allowing it is disgusting.\" They also argue that \"Teaching this or allowing this to proceed borders on child abuse,\" which indicates strong opposition to adoption of the transgender student policies.", "tone": "negative", "tags": ["transgender students", "child abuse", "school policy", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95712", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support this", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this\" and endorses the policy for \"our LGBTQ+ kids.\" The phrase \"It should be a no brainer\" reinforces clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95713", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans rights!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Support trans rights!!\" and is clearly endorsing the regulation’s purpose of protecting transgender students. There is no language opposing or questioning the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95714", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and adds that \"Trans kids need support and recognition,\" which clearly endorses the regulation. The final sentence, \"Do unto others as you would have them do unto you,\" reinforces approval of the policy's protective intent.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "transgender students", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95715", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This proposed rule will make Virginia schools a better place to learn\" and argues that schools should be safe and inclusive for transgender and nonbinary students. The comment repeatedly endorses the policy’s goals of preventing bullying, discrimination, and improving access to bathrooms and locker rooms.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "privacy", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95716", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and adds \"Trans rights are human rights,\" which clearly endorses the proposed transgender student policies. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95717", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly support,\" which directly indicates approval of the proposed regulation. No contrary language or qualifications are included.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95718", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "opposed to the proposed transgender bill for VA schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the proposals are \"very detrimental\" and asks, \"Please do not enact these changes in the public schools.\" They also argue the policy would conflict with religious beliefs, harm family structure, and increase risk in restrooms/locker rooms, all indicating opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "parental rights", "bathroom access", "student safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95719", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly SUPPORT\" and adds \"Trans rights are human rights!\" indicating clear approval of the proposed policies. There is no qualifying language or criticism of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95720", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly support,\" which directly endorses adoption of the regulation. No contrary language or qualifications are included.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95721", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support amendment", "truncated": false, "stance": "support", "stance_confidence": 0.93, "stance_rationale": "The comment explicitly says \"Support amendment,\" which indicates approval of the regulation with changes. It does not raise objections or request rejection, so the stance is supportive rather than opposing or neutral.", "tone": "neutral", "tags": ["regulatory amendment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95722", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "TRANS RIGHTS ARE HUMAN RIGHTS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges officials to \"do everything and anything you can\" to ensure transgender and gender non-conforming students \"feel safe and cared for at school,\" which aligns with adopting the policy. The statement \"trans rights are human rights\" is a clear endorsement of protections for transgender students.", "tone": "positive", "tags": ["transgender students", "student safety", "LGBTQ+ inclusion", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95723", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this guidance\" and frames it as necessary \"to protect trans and non-binary youth.\" They also state that schools should be places where \"all children can be safe,\" indicating approval of the regulation's purpose and adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95724", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that \"we should respect how others choose to live without inhibiting them,\" which clearly endorses the policy. The statement \"Trans people are people\" is also affirming of the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights", "respect"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95725", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT TRANS RIGHTS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT TRANS RIGHTS\" and urges that \"trans youth\" be \"accepted and be who they want to be,\" which clearly endorses the regulation's purpose. There is no language opposing or questioning the policy.", "tone": "positive", "tags": ["trans rights", "LGBTQ+ inclusion", "student acceptance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95726", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy in Virginia Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"We are strongly opposed to this proposed policy change,\" which directly rejects adoption of the regulation. No supporting reasons or qualifications are provided, but the opposition is unambiguous.", "tone": "negative", "tags": ["transgender policy", "public schools", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95727", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter begins with \"Strongly disagree\" and argues against the policy allowing transgender students access to facilities aligned with their gender identity. They say they would \"never want my kids in the same bathroom or locker room\" and claim the policy is \"taking away our kids rights,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "student privacy", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95728", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this,\" which directly rejects the proposed regulation. The opening phrase, \"These children need our love,\" does not change the overall position and appears to be a preface to opposition.", "tone": "negative", "tags": ["transgender students", "school policy", "parental rights", "taxpayer concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95729", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the policy,\" which directly endorses adoption of the regulation. There is no qualifying language suggesting opposition or neutrality.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95730", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "HELL No!!!!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly rejects the regulation with \"HELL No!!!!!!!\" and calls it \"the most ridiculous thing ever!!!\" This is a clear expression of opposition to the proposed policies.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95731", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.96, "stance_rationale": "The comment explicitly says \"Support\" and adds \"I believe we must make systemic change,\" which indicates approval of the proposed policies. There is no language opposing or questioning the regulation.", "tone": "positive", "tags": ["transgender students", "systemic change", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95732", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support--Trans Rights are Human Rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I stand in full support of legislation to protect the health and well being of Transgender youth in Virginia schools.\" They also urge that \"policies must be implemented in schools\" so all students can \"grow and thrive,\" which clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95733", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly DISAGREE!!", "truncated": false, "stance": "unknown", "stance_confidence": 0.18, "stance_rationale": "The comment only says \"STRONGLY DISAGREE!!\" without stating what part of the regulation it objects to or whether it is opposing adoption of the policy itself. Because there is no substantive explanation, it is too vague to confidently classify as support or oppose.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95734", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues the policy is \"taking away safe spaces for girls,\" which indicates rejection of the regulation. Although they mention protecting children's rights and compassion, the overall message is against adoption of the transgender student policies.", "tone": "negative", "tags": ["student safety", "girls' spaces", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95735", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and states the regulations \"are wonderful and should already be in place.\" They also argue that school should be \"a safe zone\" and that the policy will \"lower bullying and suicidal rates,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95736", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support but also increase mental health accessibility", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly support this,\" which clearly endorses the proposed regulation. The additional point about \"increasing accessibility to mental health resources\" is a related policy suggestion, not a rejection or weakening of the regulation.", "tone": "positive", "tags": ["mental health", "student support", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95737", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support!\" and \"Totally support!\", which clearly indicates approval of the proposed regulation. There is no qualifying language or criticism suggesting any opposition.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95738", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I guess this preps little children for Pedo State Representatives.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter uses explicitly hostile language about the policy, saying it \"preps little children\" and accusing it of grooming and pedophilia. This is a clear rejection of the proposed transgender student policies rather than a request for changes.", "tone": "negative", "tags": ["transgender students", "child safety", "grooming", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95740", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT HUMAN RUGHTS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the identification of transgender students as their chosen gender\" and argues that people should be allowed to do so. The rest of the comment condemns opposition and frames the policy as preventing \"hate,\" indicating clear support for the regulation.", "tone": "negative", "tags": ["transgender students", "gender identity", "human rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95140", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Disagree\" and argues the policies \"go far beyond the path the General Assembly prescribed.\" They also state that schools should not accommodate these policies and that they \"infringe upon parents' rights and duties,\" indicating opposition to adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "locker rooms", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95141", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vote NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vote NO!\" and repeatedly urges rejection: \"I do not want\" these guidelines and \"Stop this madness now!\" They argue the policies are \"unworkable\" and object to restroom/locker room access and student privacy provisions.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95142", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this!\" and repeats \"I oppose them!\" They argue the policies let schools and government replace parents and allow \"KIDS to make these adult like decisions,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "student privacy", "age appropriateness", "government overreach", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95143", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Transgender teens", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i absolutely support this\" and adds support for \"any piece of legislation that will support transgender teens and people.\" The closing \"Don’t drop the ball\" reinforces approval of the regulation rather than opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans people deserve death, not support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"ABSOLUTELY SICKENING\" and asserting that \"This country was founded for men and women,\" which signals opposition to transgender-inclusive guidance. The title \"Trans people deserve death, not support\" is also a clear denunciation of the regulation's subject matter.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "discrimination", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose the current policies in this proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the detailed proposal\" and \"I will never support policy\" that \"intentionally eliminates the parent.\" They also ask for alternatives and exemptions, stating parents should receive \"FULL disclosure\" and options for those who oppose it on religious grounds.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "school communication", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender should not be pushed in our schools.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support this in any way shape or form,\" which clearly rejects the proposed policies. They also object to transgender inclusion in schools and specifically say, \"Trans don't need to be in women sports either,\" indicating opposition to the regulation's purpose and provisions.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "school sports", "religious freedom", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support saves lives: put the health and safety of our students first", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval of the policy, saying \"Support saves lives\" and that schools should \"putting the health and safety of our children first.\" They argue that \"validating a student's gender identity\" is beneficial, which aligns with endorsing the proposed transgender student policies.", "tone": "positive", "tags": ["student safety", "mental health", "LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly frames the proposal as harmful, saying it \"will be so confusing for children\" and \"basically creates chaos in our schools.\" They also argue it makes teaching harder by adding \"more pressure on the teacher,\" which indicates opposition to adoption.", "tone": "negative", "tags": ["transgender students", "school climate", "teacher burden", "student confusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Oppose\" and says the policy is \"a major overstep of the role of public entity.\" They object to \"giving a public entity the right to usurp parental rights\" and argue these issues should be handled by families without school interference.", "tone": "negative", "tags": ["parental rights", "school authority", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95150", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender issue.forced compliance", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter says, \"I strongly oppose any idea\" and \"THIS IS NOT THE WAY,\" indicating clear rejection of the proposed policies. They also object to \"government to force any type of rule,\" asking to \"come up with another solution\" instead of adopting this regulation.", "tone": "negative", "tags": ["transgender students", "government overreach", "parental rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely Not", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"Absolutely Not,\" \"this is unacceptable,\" and \"in no way should be allowed.\" They repeatedly argue that it should be \"left to the parents,\" call the proposal \"unconstitutional,\" and say \"LEAVE IT TO THE PARENTS.\"", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I stand in strong support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this\" and argues that \"Protecting these individuals hurts no one.\" The remainder of the comment reinforces approval by emphasizing the need to protect transgender students from harm.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do Not Support - You are disregarding women's rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I wholeheartedly vote NO on this proposal\" and repeatedly argues the policy would \"disregard women's rights\" and \"silence and discriminate against women.\" They also urge the state to \"Find a better solution\" rather than adopt this policy, indicating clear opposition.", "tone": "negative", "tags": ["women's rights", "bathroom access", "locker rooms", "school sports", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vote no!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support this bill,\" which directly indicates opposition to adoption. They also argue it \"takes the rights away from parents\" and object to punishment for pronoun mistakes, showing they want the policy rejected or substantially weakened.", "tone": "negative", "tags": ["parental rights", "pronouns", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and identifies the regulation as \"undermining of parental authority,\" which clearly indicates rejection of the proposed policy. There is no request for modification or neutral input, only opposition.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT!\" and \"Wholeheartedly support!\" They also endorse the policy goals by stating \"Trans rights are human rights\" and that every student deserves a \"compassionate and inclusive setting\" where they are safe.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender rights", "inclusive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT TRANS KIDS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"SUPPORT TRANS KIDS\" and \"Trans rights are human rights,\" which clearly endorses the regulation’s protections for transgender students. The statement that \"No child should be discriminated against\" aligns with adopting the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Male & female", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support this bill\" and argues that transgender students should use the \"correct designated restroom,\" indicating rejection of the proposed policies. The comment also warns that adopting it would lead to \"more sexual assault in our schools\" and students being pulled from school, reinforcing opposition.", "tone": "negative", "tags": ["bathroom access", "religious freedom", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the legislation/amendment regarding transgender policies.\" They also argue it is \"not the role of our government to mandate such requirements\" and call the policy \"detrimental to society in general,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender policies", "government overreach", "public schools", "taxpayer burden"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support House Bill 145 and Senate Bill 16\" and calls the actions in the bill \"necessary.\" They also describe the proposal as \"a first step towards creating an equitable learning space\" and hope it becomes \"groundwork for further legislation,\" indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "equity", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the guidance.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and clarifies the reason: \"to protect trans students.\" This is a clear endorsement of the proposed regulation as written.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Support for Trans Kids Everywhere", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and praises it for \"improving the lives of trans and non-binary kids in schools.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect and support transgender youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these policies,\" which directly endorses adoption. They also praise \"supportive measures and inclusive alterations\" and frame them as beneficial for transgender and LGBTQIA+ students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "dress codes", "transgender youth"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I wholeheartedly support these guidelines,\" which directly endorses adoption of the regulation. There is no qualifying language or criticism suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% support\" and asks to \"support the guidance for protecting LGBTQ+ and trans youth.\" They also state that \"The safety and well being of these young people depends on steps like this happening,\" which clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student safety", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "do not support", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly says, \"I do not support all the parts of this legislation\" and \"cannot support it as a whole,\" which indicates rejection of the regulation in its current form. Although they do not specify which provisions they object to, the overall position is clearly opposed.", "tone": "neutral", "tags": ["transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support trans kids\" and argues that transgender students have an \"equal right to safe and harassment-free public education.\" They also say it is \"imperative\" that school boards receive this guidance, which clearly endorses adoption of the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95168", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Supporting all students mean supporting transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying \"We need to do everything we can to protect and support our transgender students\" and calling \"Transgender affirming policies\" \"a necessary part\" of school support. The comment argues for adoption based on safety and affirmation concerns rather than raising objections or questions.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "anti-bullying", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect Children Struggling with Mental Health Issues by Opposing This", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not want the state to decide when my child learns about this\" and argues to \"Let parents be parents,\" which rejects the proposed policies. They also frame the guidance as harmful by saying treating transgender students as \"completely normal only hurts them\" and ask to \"oppose this.\"", "tone": "negative", "tags": ["parental rights", "mental health", "gender dysphoria", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Public Elementary and Secondary schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am totally against the regulations you want to implement\" and objects to specific provisions such as bathroom/locker room access and transgender-related policies. They also argue the rules \"usurp parental authority\" and conflict with \"religious faith\" and \"basic biology,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "bathroom access", "religious freedom", "transgender policies", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree with this proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disagree with this proposal\" and repeats that \"this proposal is not ok.\" They argue it \"cuts the parents out,\" \"silences families,\" and raises concerns about bathrooms and changing rooms, indicating clear opposition to adoption of the policy.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "LGBTQ+ inclusion", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this policy,\" which directly indicates approval of the regulation. The title also says \"SUPPORT,\" reinforcing the same position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose!\" and repeats, \"I oppose the proposed VDOE transgender policies.\" They argue the policies will \"add to the confusion and stress\" and criticize them as \"another layer of correctness,\" indicating rejection of adoption.", "tone": "negative", "tags": ["transgender policies", "student well-being", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support the proposed protections for trans and non-binary students.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the proposed protections for trans and non-binary students\" and repeatedly urges, \"Please, please, please, pass these proposed protections.\" The body consistently endorses the regulation’s goals of nondiscrimination, privacy, bathroom access, and gender-affirming treatment for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "bathroom access", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "trans rights are human rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy’s purpose with the phrases \"trans rights are human rights\" and \"Protect trans kids,\" which clearly supports adoption of the transgender student protections. There is no language opposing or questioning the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose! Work on your bullying policies.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and argues against the policy on bathroom-access grounds. They frame the regulation as creating a safety risk, asking \"what if a random boy says he classifies as a girl and goes into the girls bathroom\" and concluding that children would have to worry about it.", "tone": "negative", "tags": ["bathroom access", "student safety", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please vote against this,\" and argues the policies \"undermin[e]\" the family and \"discriminat[e] against the religious values\" they live by. The comment clearly rejects the proposed transgender policies rather than supporting them with changes.", "tone": "negative", "tags": ["parental rights", "religious freedom", "family autonomy", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95178", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support Trans Youth\" and states that \"having everyone on the same page to support students is important,\" which clearly endorses the regulation’s purpose. The comment expresses approval of unified support for LGBTQUIA+ students rather than criticism or opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "transgender students", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Unequivocal support by a pediatrician", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the proposed measures\" and describes them as having \"a tangible, positive impact on children's lives.\" The comment is clearly in favor of adoption, while criticizing opposing comments as harmful.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95180", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concerned Mom!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose!!\" and argues the proposal is \"absurd\" and \"goes against all legal rights\" and \"freedom of speech.\" They also reject transgender students' restroom access, stating students and faculty should use their \"birth given gender restrooms,\" which indicates opposition to the regulation's protections and accommodations.", "tone": "negative", "tags": ["transgender students", "bathroom access", "freedom of speech", "parental rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% support . Vote yes!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% support . Vote yes!\" and \"Protect Trans kids rights!\" which clearly endorses adoption of the regulation. The final line, \"And let them pee in peace!\" further supports transgender students' access and privacy protections.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "bathroom access", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE TRANSGENDER POLICY", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose even the thought of this,\" which clearly rejects the proposed transgender student policy. The follow-up question, \"How can this even be thought about being implemented,\" reinforces opposition rather than offering a neutral inquiry.", "tone": "negative", "tags": ["transgender policy", "parental rights", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY AGREE AND SUPPORT, protecting trans kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this!\" and frames the policy as \"protecting trans kids.\" They also argue it is \"being open to every child\" and not \"forcing legislation,\" which clearly endorses adoption of the regulation.", "tone": "mixed", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect Trans and ALL Kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy’s purpose, saying they are fighting for \"BASIC protection and rights for a child\" and that \"ALL CHILDREN deserve to feel safe and supported in their school.\" This clearly supports adoption of the regulation as a means of protecting transgender students and other children.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "nondiscrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"We are strongly opposed\" and frames the policies as harmful, calling them \"nonsense\" and saying their children will not attend public schools if enacted. They also object that the bills \"violate the rights of Christian families\" and \"take parental control,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender policies", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans youth at all costs", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Support trans youth at all costs\" three times and frames it as a duty to \"protect children.\" This is a clear endorsement of the proposed transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "youth protection"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Include all students", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"we support all children\" and identifies transgender children as included, then urges \"moving forward\" with the policy. They argue that failing to adopt it would subject transgender kids to \"discrimination and stigma,\" which clearly supports approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "nondiscrimination", "student safety", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and explains that schools should be a place where \"everyone feels safe\" and \"comfortable and welcoming.\" This is clear approval of the proposed policies.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "supportive school environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proudly Support this legislation! Trans Kids Need Our Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support this legislation\" and frames it as needed to \"provide resources to Trans Kids in our schools.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT. Protect our youth!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and repeatedly urges approval, stating that \"Trans and nonbinary youth deserve support\" and that it is \"imperative to support our children.\" The comment argues the policy would protect youth from ostracization and harm.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "mental health", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Completely support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Completely support\" and argues that \"this needs to pass.\" They also endorse the policy’s purpose of \"Educating our children to be accepting of all people, regardless of gender identity\" and conclude with \"Trans rights are human rights.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "anti-discrimination", "school climate", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In strong support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"In strong support\" and argues that schools should \"support and affirm\" transgender students. The statement that this is \"important for their survival\" clearly endorses adopting the regulation's protections for transgender children.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive school environment", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very much in support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Very much in support!\" and describes the policy as \"wonderful progress.\" They also state it will be \"very beneficial\" to the \"health, safety, and general well being\" of transgender individuals, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "well-being", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "All students include trans students!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying \"We need to do everything we can to protect and support our transgender students\" and calling \"Transgender affirming policies\" a \"necessary part\" of school protection. The title, \"All students include trans students!\", also signals clear approval of the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for LGTBQ+ youth", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I feel this is a step in the right direction\" and expresses hope that the policy will \"help strengthen these students' self worth.\" The comment supports LGBTQ+ youth and endorses adult support in schools, indicating approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school climate", "anti-bullying"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support!\" and states that \"All students including trans and non-binary students should be supported and protected in Virginia schools,\" which clearly endorses the regulation's purpose. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "fully support!!", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"we fully support him\" and adds that \"no kid should feel ashamed for how they identify,\" which clearly endorses the regulation’s protections for transgender students. The final sentence, \"we should be teaching kids compassion, not judgement,\" further supports adoption of the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "anti-bullying", "compassion", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No No No", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Absolutely oppose all of this!!!\" and repeatedly rejects the policy as \"unacceptable\" and \"ridiculous.\" They argue it threatens their children's privacy and safety in bathrooms/changing rooms and propose separate individual-use restrooms instead.", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "parental rights", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT. Trans individuals are still people and deserve to be treated w basic human respect", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and argues that \"Trans individuals are still people\" who \"deserve to be treated with respect.\" They also state that \"Trans children deserve to be protected,\" which clearly endorses the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this legislation\" and frames it as necessary for \"protections for trans people\" and \"civil rights.\" This is a clear endorsement of adopting the policy.", "tone": "positive", "tags": ["transgender rights", "civil rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95201", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support transgender youth,\" which clearly endorses the policy’s purpose of protecting and accommodating transgender students. No opposing or qualifying language is present.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95202", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY oppose. This is completely insane to push this kind of abuse", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY oppose\" and \"Please do NOT pass this,\" which clearly rejects the regulation. They also describe it as \"incredibly harmful to our children,\" indicating opposition to adoption.", "tone": "negative", "tags": ["transgender students", "student safety", "parental rights", "harm to children"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95203", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights! Protect trans youth!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges adoption of protections for transgender students, saying \"Trans rights are human rights!\" and asking to \"Protect trans youth!\" They also state that withholding protections is \"basic discrimination,\" which clearly supports the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "transgender youth"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95204", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely NOT", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposal with \"Absolutely NOT\" and says \"I do not believe it is the right of the government to mandate\" these policies. They also argue it would \"discriminate against all other children\" and should not pass, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95205", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The comment is explicitly titled \"Support\" and the body quotes a well-known justice-oriented phrase, indicating approval of the proposed policies. There is no language opposing or questioning the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "civil rights", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95206", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose Transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the post \"Oppose Transgender guidelines\" and says the policies \"totally goes against my religious beliefs.\" They also argue that schools are \"not the place\" for this issue and that the policies would make them \"not want to teach anymore,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "teacher concerns", "student gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95207", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Reject the Model Policies for treatment of Transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Oppose\" and asks to \"Reject the Model Policies,\" which clearly indicates opposition to adoption. The stated reason is that they \"undermine rights of parents and families,\" showing a substantive objection to the regulation.", "tone": "negative", "tags": ["parental rights", "family rights", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95208", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support! Protect Trans Kids!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the protection and safety of trans children,\" which clearly endorses the regulation's purpose. The title, \"Support! Protect Trans Kids!,\" reinforces approval rather than criticism or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95209", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Teacher in proud support of our trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are in \"proud support of trans and gender non-conforming, gender-exploring students\" and argues that schools should \"normalize[] the acceptance of trans youth.\" They also state that students have a right to feel safe and that the policy would help \"uplift the trans and queer community,\" indicating clear support for the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95210", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose\" and provides no qualifying language suggesting support or neutrality. This is a clear rejection of the proposed regulation.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95211", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect Trans Students!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am 100% in support of the guidelines proposed to protect Trans students\" and argues they \"deserve safety just as much as cisgender students.\" The rest of the comment reinforces approval of the proposed policy as a step toward \"equitable education for ALL.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "equity", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95212", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i support the model policy protecting transgender students!\" This directly endorses adoption of the regulation and its purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95213", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Students!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges officials to \"pass this in support of our trans youth\" and argues that \"Trans youth deserve the same rights, protections\" as others. The comment is clearly advocating adoption of the proposed policies, not rejection or neutrality.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student rights", "transgender students", "privacy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95214", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support this!\" and urges the policy to \"Protect trans kids!\" This is a clear endorsement of adopting the regulation to improve treatment and protection for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95215", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am against these transgender policies being brought into our schools\" and asks, \"Why should our schools try to make decisions for them?\" They also state that if the bill is approved, their children will no longer attend public school, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender policies", "bathroom access", "locker rooms", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95216", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Wholeheartedly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this proposal\" and opens with \"Wholeheartedly support.\" They also argue the policy will create a \"safe, supportive environment\" and be \"gender affirming,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "gender identity", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95217", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please weigh everything carefully!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"what is being proposed is WRONG\" and urges officials to \"Do your homework\" before more children are \"harmed and sterilized,\" which clearly rejects the regulation. The comment argues against affirming transgender treatment for youth and warns against a \"life-long medical path.\"", "tone": "negative", "tags": ["gender dysphoria", "youth counseling", "medical treatment", "student safety", "parental concern"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95218", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "YES! Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and endorses the policy as creating a school environment where \"everyone feels safe.\" The closing statement, \"Trans rights are human rights!\" further confirms approval of the regulation's purpose and direction.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "safe learning environment", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95219", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and adds that \"Everyone deserves the respect this guidance looks to provide,\" which clearly endorses adoption of the regulation. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["transgender students", "respect", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95220", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Opposed!!!!\" and objects to the policy as \"nonsense.\" They also reject being told what to do and say they will remove their child from public school, indicating clear opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "public schools", "home schooling"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95221", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vote NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vote NO!\" and describes the policy as \"dangerous\" and \"over stepping so many boundaries,\" indicating clear rejection of the regulation. They also object to \"taking away parental guidance\" and claim it would \"put[] all other children at risk,\" which shows opposition rather than a request for changes.", "tone": "negative", "tags": ["parental rights", "student safety", "sexualization", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95222", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I SUPPORT the guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the guidance\" and asks to \"Protect our youth and their rights,\" which clearly endorses adoption of the regulation. There is no opposing language or substantive criticism.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95223", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and asks officials to \"withdraw and do NOT re-introduce these terrible bills.\" They also argue the policies violate \"the rights of Christian families\" and remove \"parental control and rights,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95224", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strongly Support\" and urges officials to \"allow LGBT youth to thrive.\" They argue the policy could be \"lifesaving\" and say there is \"no reason to oppose this,\" which clearly endorses adoption.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95225", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT. It's long overdue!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and argues the policies are \"long overdue.\" They also state that \"Legislation must be in place so that ALL children can be safe in schools,\" which clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95226", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Students!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges action to \"support the most vulnerable\" and says \"All children deserve to feel safe and protected,\" which clearly endorses the regulation’s protective aims for transgender students. The title \"Support Trans Students!!\" reinforces approval rather than criticism or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-bullying", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95227", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Science Based Strong Opposition", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"Strong Opposition\" and argues that \"there is no science that supports affirming a trans identity,\" urging readers to reject the approach. The comment cites detransition and medical-harm concerns to oppose the policy's affirming framework.", "tone": "negative", "tags": ["transgender policy", "medical concerns", "science", "school guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95228", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says, \"Trans rights are human rights!\" and repeats \"Trans rights are human rights,\" which clearly endorses protections for transgender students. It offers no criticism or conditions, indicating support for the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95229", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the transgender legislation in many many ways\" and argues against allowing the policy in public schools. They also say they would \"legally fight this all the way to the Supreme Court,\" which clearly indicates rejection of the regulation.", "tone": "negative", "tags": ["religious objections", "transgender students", "public schools", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95230", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support trans students!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support trans students!\" which directly endorses the policy’s purpose of protecting transgender students. The remark about other comments being \"deeply disturbing\" reinforces approval of the regulation rather than opposition.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95231", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Support\" in both the title and body, indicating clear approval of the proposed regulation. No contrary language or qualifications are present.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95232", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Grade A Screwball idea!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"This messing with gender is NUTS!\" and urging that \"Schools and agencies must stay out of it!\" They frame it as \"solely a family issue,\" which indicates opposition to the regulation's involvement in transgender student treatment.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "family autonomy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95233", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the Model Policies\" and frames the policies as necessary for fairness and safety. They also endorse the goal of protecting transgender and non-binary students from discrimination, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95234", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Reject the Model Policies\" and states they are \"harmful to children.\" They also argue the policies \"undermine the rights of parents and families,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "child welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95235", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support the guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the guidance,\" which directly endorses adoption of the regulation. The additional phrase \"hopeful of virginia becoming more supportive and inclusive\" reinforces approval of the policy's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "support for guidance", "inclusive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95236", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No Way", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy is \"VERY concerning and honestly frightening,\" calls it \"crossing the line,\" and concludes it is \"absolutely absurd\" and \"support of child harm.\" Although they say they support the transgender community, the overall message rejects the regulation as dangerous for children.", "tone": "negative", "tags": ["student safety", "transgender students", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95237", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"STRONGLY SUPPORT\" and repeats it with emphasis, indicating clear approval of the proposed regulation. There is no contrary language or ambiguity.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95238", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose - Dangerous Bill for youth and parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the proposal as an \"Oppose\" and repeatedly argues it is \"dangerous,\" an \"unnecessary overstep,\" and something that would \"open the door to great harm.\" They ask that schools not adopt policies they believe would threaten parental rights, student safety, and free expression.", "tone": "negative", "tags": ["parental rights", "student safety", "privacy", "bathroom access", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95239", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE. Read the entire policy outlines everyone!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly OPPOSE\" and calls the policies \"an outrageous, dangerous overstep on parental rights\". They also urge others to \"stand against this\" and \"pull their own children out,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91107", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Bad Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says allowing students to choose facilities based on gender identity is \"a bad idea\" and concludes, \"we need to go back to the drawing board on this issue.\" They argue the guidance would make others uncomfortable or endangered and object that it would let students and administrators \"circumvent the parents.\"", "tone": "negative", "tags": ["bathroom access", "parental rights", "student safety", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91108", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Most Strongly Oppose VDE's Proposed Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We do not approve\" and titles the comment \"Most Strongly Oppose VDE's Proposed Transgender Policy.\" The body repeatedly argues the policy should not be adopted, describing it as harmful to parents, privacy, safety, and religious freedom.", "tone": "negative", "tags": ["transgender policy", "parental rights", "privacy", "student safety", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91109", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose indoctrination of our children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose indoctrination of our children\" and argues the policy would \"take away the rights of parents\". They also call the policy \"wrong\" and describe teaching transgender acceptance as \"child abuse,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "transgender students", "indoctrination", "child abuse", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91110", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Wholeheartedly Opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Wholeheartedly Opposed!\" and argues the VDOE has \"gone far beyond\" what the General Assembly prescribed. They also state the policies \"infringe the First Amendment rights of parents\" and should not be adopted because they would encourage \"irreversible 'gender transitions'\" and compromise privacy.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "school facilities", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91111", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The commenter questions the premise of the policy by asking, \"How can gender be reassigned?\" and states, \"We are who we are\" and that people are \"born with a physical gender.\" This indicates disagreement with the regulation’s transgender-inclusive approach and a preference for fixed sex/gender categories.", "tone": "negative", "tags": ["gender identity", "transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91112", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protecting ALL children?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"The proposed Transgender Policy will not do that\" and concludes that it is \"riddled with problems\" and would \"create more problems\" if passed as is. They argue against the policy’s handling of restroom/locker room access, parental involvement, and reporting standards, indicating opposition to adoption in its current form.", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "parental rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91113", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender bill", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter dismisses the policy as \"all nonsense\" and questions why the state is spending time and tax money on it, indicating clear opposition to adopting the regulation. The phrase \"wasting our time\" further shows they do not support the proposed guidance.", "tone": "negative", "tags": ["transgender policy", "taxpayer spending", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91114", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed Statewide Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposal, calling it \"impractical and fraught with danger\" and saying it \"promotes an activist political agenda.\" They argue it harms \"a safe educational environment for all children,\" which indicates opposition to adoption.", "tone": "negative", "tags": ["student safety", "transgender policy", "political agenda", "school environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91115", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong Support for VDOE Model Policies on the Treatment of Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies \"should be adopted as currently written\" and repeatedly endorses protections for trans and non-binary students. They frame the guidance as necessary to ensure students are \"protected within our school systems.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91116", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not agree with fluid gender policies.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not agree with fluid gender policies\" and argues the policy is \"just too broad.\" They also say, \"Leave well enough alone!!,\" indicating opposition to adopting or expanding the proposed guidance.", "tone": "negative", "tags": ["transgender policies", "LGBTQ+ inclusion", "policy scope"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91117", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do NOT adopt a policy that essentially mandates promotion of gender confusion to school kids.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Do NOT adopt a policy,\" which is a direct rejection of the regulation. The phrase \"mandates promotion of gender confusion to school kids\" shows opposition to the policy’s substance rather than a request for changes.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "student identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91118", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "1st Amendment Rights of Christian Educators in Proposed Gender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly objects to the proposed policies, saying they \"pose a risk to the jobs of thousands of VA teachers of faith\" and that \"By moving forward with these proposed changes\" the department would violate rights and expose schools to lawsuits. They argue against requiring pronoun use and say educators should not be forced to \"affirm them in a lie,\" indicating rejection of the regulation as written.", "tone": "negative", "tags": ["religious freedom", "pronouns", "parental rights", "first amendment", "teacher rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91119", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed to this politicized policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly opposed to this politicized policy\" and repeatedly argues that \"this policy goes too far\" and is \"forced upon\" families. Although they support anti-bullying measures, their overall position is that the regulation should not be adopted because it threatens privacy, parental rights, and religious freedom.", "tone": "negative", "tags": ["privacy", "parental rights", "religious freedom", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91120", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed statewide transgender school policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the statewide transgender school policy\" and calls it \"irresponsible and harmful.\" They also argue it will \"promot[e] and caus[e] gender confusion in children,\" which indicates clear rejection of adoption.", "tone": "negative", "tags": ["transgender policy", "student welfare", "gender identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91121", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" and describes the policy as \"one of the most harmful ideas\". They object to teachers and students being required to use transgender students' affirmed identities, calling it \"forcing\" and saying it \"defies logic.\"", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91122", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am 100% AGAINST this proposed Treatment of Transgender Students!\" and calls it \"PURE EVIL,\" indicating clear opposition to adoption. They also urge lawmakers to be \"ashamed\" for considering it, reinforcing that they want the policy rejected.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91123", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I wholeheartedly support this policy\" and asks, \"Please adopt this policy state wide.\" They also give a reason for support, stating their grandchild \"should not be discriminated\" against at school for their gender.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "nonbinary students", "anti-discrimination", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91124", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Menstrual supplies in the Boys bathroom?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies would \"undercut parents’ involvement\" and \"endanger the bodily privacy and safety of all students,\" and concludes that the \"anything goes approach\" should not be adopted. They object to gender-inclusive bathroom access and self-identification provisions, arguing there is \"no attempt whatsoever\" to protect their daughter.", "tone": "negative", "tags": ["parental rights", "student privacy", "bathroom access", "student safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91125", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Parental Rights & Proposed Transgender School Legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this legislation\" and \"I hope and pray that it does not pass.\" The rest of the comment argues that the policy is an \"extreme overreach\" and that schools should notify parents about a child's name/gender identity and locker room access, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "privacy", "school notification", "locker room access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91126", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to new transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"Opposed to new transgender policies\" and argues that \"kids need guidance from their parents\" rather than the school system. They also object to students changing in front of the \"biological opposite\" and to teachers facing retaliation over pronouns or beliefs, indicating rejection of the proposed policies.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91127", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed for the sake of all children and staff", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies are \"Strongly Opposed\" and calls them \"totally unworkable.\" They argue the rules would \"force all students, faculty and administrators to comply\" with a view they reject, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91128", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to transgender regulations proposed by VA Department of Education", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"Opposed to transgender regulations proposed by VA Department of Education\" and warns that approval would \"undercut parents’ involvement\" and \"endanger the bodily privacy and safety of all students.\" This is a clear rejection of the proposed policies.", "tone": "negative", "tags": ["parental rights", "privacy", "student safety", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91129", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91130", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender school policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying it \"will only further promote gender confusion\" and calling it \"a disaster for girl's and women's sports.\" They also urge families to avoid public schools, which reinforces opposition to adoption of the regulation.", "tone": "negative", "tags": ["gender identity", "bathroom access", "privacy", "school sports", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91131", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies - Please focus on academics and not political ideology", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"we don’t need to force ideas\" and asks to \"Allow school to remain an academic institution and nothing more,\" which rejects the transgender student policies as beyond the school's role. They also object to bathroom, locker room, and sports provisions, saying they do not want children subjected to \"a child of the opposite sex\" in those settings.", "tone": "negative", "tags": ["transgender policies", "bathroom access", "locker rooms", "school sports", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91132", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and explains that they want \"all students to be in a school environment that is safe and welcoming for everyone.\" The comment also references personal experience with bullying and transgender students as reasons for approval.", "tone": "positive", "tags": ["student safety", "bullying prevention", "LGBTQ+ inclusion", "safe schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91133", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose House Bill 145 and Senate Bill 161", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this bill,\" and the title also states \"Oppose House Bill 145 and Senate Bill 161.\" They argue against teaching children that the \"transgender lifestyle is 'normal' or acceptable,\" indicating rejection of the proposed policies.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "public schools", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91134", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE Draft Model Policies for the Treatment of Transgender Students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I am adamantly opposed to the above proposed policy\" and objects specifically to allowing students to use \"the bath and dressing rooms of the opposite biological gender.\" They also argue that the policy should not be adopted because it would let a minority's wishes override the \"right of the vast majority for decency.\"", "tone": "negative", "tags": ["bathroom access", "privacy", "student facilities", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91135", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose transgender bill", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose transgender bill\" and argues the model regulations \"infringe the First Amendment rights of parents to raise and care for their children.\" This is a clear rejection of the proposed policy on parental-rights grounds.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender policies", "First Amendment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91136", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Promoting gender confusion in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says the policy \"goes too far and is unnecessary\" and argues that \"This is not for teachers to be teaching,\" which clearly rejects the regulation. The title \"Promoting gender confusion in schools\" also signals opposition to the proposed transgender student policies.", "tone": "negative", "tags": ["transgender students", "parental rights", "curriculum", "school role"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91137", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VA Department of Education Transgender Model Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says the Department of Education is \"usurping the rights of parents\" by \"mandating a K-12 transgender model policy,\" which clearly rejects the proposed regulation. The emphasis on parents as the \"authority of their family\" and the source of values and beliefs indicates opposition to state guidance on transgender students in schools.", "tone": "negative", "tags": ["parental rights", "transgender policy", "school governance", "family values"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91138", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Made in His Image - Oppose Confusion Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly frames the policy as an \"Oppose Confusion Policy\" and says the church must act against \"the state to plant seeds of confusion.\" They argue the regulation promotes an \"alternate identity lifestyle\" and a \"liberal sexual agenda,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "student mental health", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91139", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose gender ideology in schools. A child's sex is determined at conception by God.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose gender ideology in schools\" and argues the policy should not be adopted. Phrases like \"Children are only confused by this ideology\" and \"Let's protect them, not abuse them!\" clearly reject the regulation.", "tone": "negative", "tags": ["gender ideology", "parental rights", "religious freedom", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91140", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do NOT support this", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly says, \"I do NOT support this,\" which directly rejects the proposed policies. They also argue that protecting one group comes \"at the expense of another,\" indicating opposition to the regulation as written.", "tone": "negative", "tags": ["transgender students", "student rights", "fairness", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91141", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "the transgender policy is not considering all individuals' needs", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"terrible\" and \"not in the best interests of anyone.\" They argue it \"push[es] an agenda\" and raise objections about bathroom/locker room access, religious beliefs, parental rights, and concerns about encouraging transgender identity.", "tone": "negative", "tags": ["bathroom access", "parental rights", "religious freedom", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91142", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose\" and states they \"cannot back a policy change\". They reject pronoun use and argue that \"gender and sexuality have absolutely no place in a school or classroom,\" indicating opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "pronouns", "gender identity", "LGBTQ+ inclusion", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91143", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not support the transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support the transgender guidelines\" and argues they are \"unjust, inappropriate, reckless, and irresponsible.\" They also object to \"bathroom sharing and individualized pronouns\" and call the policy a \"deeply troubling misunderstanding of biological facts,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "bathroom access", "pronouns", "student privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop corrupting children. Local companies can’t hire these poorly educated, brainwashed kids.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with hostile language such as \"Stop corrupting these kids with your filth,\" indicating opposition to the transgender student guidance. The remark also criticizes the schools for focusing on this issue instead of other subjects, implying the regulation should not be adopted.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student welfare", "education priorities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "MUST ALLOW STUDENTS TO BE WHO THEY ARE!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval of the policy, saying \"We MUST grant our students FAIR TREATMENT\" and criticizing opposition as \"transphobia.\" They also ask for additional education on transgender health and history, indicating support for the regulation and possibly stronger protections.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student equality", "transgender rights", "education curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "DOE Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not agree with this policy\" and asks to \"stop\" it, indicating clear opposition to adoption. They also argue it creates \"further distractions and avenues for deviant behavior and lawsuits,\" and say parents should not be \"disqualified\" from helping, which reinforces rejection of the policy as written.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "school disruption", "lawsuits"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Adamantly against", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I stand against these gender confusion proposals,\" which clearly rejects the regulation. The title \"Adamantly against\" reinforces a strong opposing position.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This harms young women harassed by predators.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am against this sickening attack on women\" and frames the policy as a \"WAR ON WOMEN,\" indicating clear opposition to the proposed transgender student policies. The comment argues the regulation would enable harm by \"men\" entering women's spaces, which is a rejection of the policy's adoption.", "tone": "negative", "tags": ["women's safety", "bathroom access", "predators", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please oppose these transgender policies that is harmful for kids", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please oppose these transgender policies\" and asks to \"stop promoting dangerous transgender policies and instruction.\" They argue the policy is \"harmful for kids\" and should be replaced by existing anti-bullying rules rather than adopted.", "tone": "negative", "tags": ["transgender policies", "student safety", "bullying prevention", "parental rights", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91150", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This puts an end to Title IX", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter argues the policy will \"open the door to biological males to compete directly against girls\" and says \"This puts an end to Title IX,\" which clearly rejects the regulation. The comment frames the policy as harmful to girls' athletics and scholarships, indicating opposition rather than support or neutrality.", "tone": "negative", "tags": ["school sports", "Title IX", "girls athletics", "transgender students", "scholarships"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose transgender education programs in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose transgender education programs in schools\" and objects to \"any laws or policies\" that shift authority from parents to school employees. They also call the proposal \"unconscionable\" and argue that a \"programmatic approach to transgenderism is confusing,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "school authority", "medical concerns", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect ALL not just some - stand against Transgender Indoctrination in VA Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose any laws or policies\" and concludes with \"Stop Transgender Indoctrination in VA Schools,\" indicating clear rejection of the proposed regulation. They argue it would \"create additional problems\" and threaten safety, parental authority, and religious freedom rather than protect students.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose transgender policies and teachings,\" which directly rejects the proposed regulation. The follow-up, \"Teach the basics: reading, writing, math, civics and American history,\" indicates they want these policies replaced or deprioritized rather than adopted.", "tone": "negative", "tags": ["transgender policies", "education curriculum", "school priorities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans kids need support NOW", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying \"All children deserve support, ESPECIALLY trans children\" and \"This is a step towards real progress.\" The final sentence, \"Don't sit on the wrong side of history,\" further signals approval and encouragement for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support transgender indoctrination in public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Do not support transgender indoctrination in public schools\" and calls the policy \"a terrible mistake.\" They argue that teaching these ideas in tax-funded schools is \"dangerous and ridiculous,\" which indicates opposition to adoption. The final sentence about supporting all students does not change the overall rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "public schools", "indoctrination", "LGBTQ+ inclusion", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT SUPPORT SUPPORT SUPPORT SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and repeats \"SUPPORT\" in the title, indicating clear approval of the proposed regulation. There is no opposing language or substantive critique.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not impose transgender beliefs upon our children-no to DOE proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Do not impose transgender beliefs upon our children\" and asks the DOE not to adopt the proposal. They argue it conflicts with \"families' foundational, religious beliefs\" and call the policy \"harmful,\" especially regarding bathroom and changing room access.", "tone": "negative", "tags": ["religious freedom", "parental rights", "bathroom access", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy--Another Point for the Case for School Choice", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policies \"mandatory 'transgender' policies\" and says the Commonwealth should not impose them, describing them as \"abhorrent\" and something \"many of its citizens vigorously oppose.\" The request for \"school choice, through vouchers\" is framed as an alternative if the policies persist, indicating opposition to adoption as written.", "tone": "negative", "tags": ["transgender policies", "parental rights", "school choice", "vouchers", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Kids In School!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support!\" and describes the policy as \"a long overdue and great step forward.\" They clearly favor adoption because they believe it will create \"a healthy and supportive environment\" for trans and non binary children.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed Gender Identification Policies Hurt Children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I urge that you do not move forward with this\" and argues that the policies \"should not be adopted\" because they \"promote gender spectrum views.\" They also describe the policies as \"designed to harm society, families and children,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "gender identity", "student safety", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSED", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the DOE Transgender policy,\" which is a clear rejection of the regulation. They also state it would \"violate my religious freedoms and responsibilities as a parent,\" indicating substantive opposition rather than a request for changes.", "tone": "negative", "tags": ["religious freedom", "parental rights", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly support\" and explains that the changes help kids \"feel safe and secure.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["student safety", "supportive learning environment", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues the VDOE has \"gone far beyond the path the General Assembly prescribed.\" They also reject the policy's treatment of gender identity and object to shared facilities, stating \"No child should be forced to share showers, locker rooms, hotel rooms\" with someone of the opposite biological sex.", "tone": "negative", "tags": ["privacy", "bathroom access", "locker rooms", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender policies in school", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the proposed transgender student policies, calling them \"an affront to common sense\" and \"Insane ideas period.\" They argue for separate facilities and ask, \"Why mess with the other 99%,\" which indicates opposition to adoption of the regulation as written.", "tone": "negative", "tags": ["transgender students", "bathroom access", "school facilities", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Supporting Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this change\" and praises policies that \"facilitate anti discrimination\" and create a \"supportive community.\" They also argue the change helps students be \"their true self\" and eliminates \"gender discrimination,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["anti-discrimination", "student support", "LGBTQ+ inclusion", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and repeatedly argues against the policies, calling them \"VERY IRRESPONSIBLE and VERY DAMAGING.\" They also object to school involvement over parents and criticize the policy as unsafe and confusing for children.", "tone": "negative", "tags": ["parental rights", "student safety", "gender identity", "teacher rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says \"opposed\" and asks officials to \"listen to the voices of so many parents who are opposed to these new policies,\" indicating rejection of the regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91168", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I'm proud to support this guidance\" and expresses approval of its purpose. They also state that \"Everyone deserves to be safe and welcomed at school,\" which aligns with adoption of the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SOGI and our public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they are \"strongly opposed to the imposition\" of the regulations and argues the proposal would \"spread the confusion\" and \"deny parents their rights.\" They also object that schools could help students with gender identity \"without a parent even knowing,\" indicating clear rejection of the policy.", "tone": "negative", "tags": ["parental rights", "gender identity", "SOGI", "privacy", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I strongly oppose any regulations\" and asks, \"Please rethink this regulation,\" which clearly rejects adoption of the policy. The rationale centers on opposition to perceived \"abrogating of parental rights\" and concern about \"confusion\" regarding transgender issues.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "family values"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please oppose new transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please oppose this legislation,\" and repeatedly argues the policy is \"not healthy or safe\" and would cause harm. They object to pronoun requirements, bathroom access, and the promotion of transgender acceptance, indicating clear opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "bathroom access", "pronouns", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Srongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" the proposed initiatives and argues they would be \"very harmful\" and \"create more anxiety for everyone affected by it.\" Although they support anti-bullying measures, modest dress codes, and counseling, those are framed as alternatives rather than support for the regulation itself.", "tone": "negative", "tags": ["bathroom access", "school sports", "pronouns", "dress codes", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am writing to strongly oppose the Virginia DOE Proposed Transgender School Policies.\" They repeatedly argue the policies are harmful, unnecessary, and unconstitutional, calling them \"indoctrination\" and saying they \"make no allowances for religious exemptions.\"", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "privacy", "school funding"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed to transgender policy!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says, \"Strongly opposed to transgender policy!\" which clearly indicates rejection of the proposed regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The Devil Seeks to Devour your Children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"We will not allow you to devour our children's souls\" and \"We will not allow you to corrupt our children with evil.\" The repeated biblical warnings are used to condemn the regulation rather than support it.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Former NNPS Graduate Supports this!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"strongly welcomed\" transgender peers and argues against objections to the policy, stating \"Transgender Women are indeed women\" and that the proposed concerns \"hold no water.\" They also offer assistance \"in helping transition to a more inclusive environment in our schools,\" which clearly supports adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bathroom access", "student privacy", "school facilities", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the policy \"Strongly Opposed!\" and argues it would harm children by allowing transgender students to use bathrooms and locker rooms aligned with their gender identity. They also object that it can be done \"without ever notifying parents\" and urge officials to \"Stop ignoring the science/DNA of biological differences,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "privacy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91178", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines\" and asks, \"Please do not impose this on our children,\" which clearly rejects adoption of the regulation. The language about \"radical theories\" and \"indoctrinate our school children\" indicates opposition to the policy itself rather than a request for changes.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.95, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and objects to \"forcing confusing content on small children,\" which indicates rejection of the proposed transgender student policies. The closing appeal to \"protect All children\" does not change the overall opposition to the regulation as written.", "tone": "negative", "tags": ["transgender students", "parental concerns", "student wellbeing", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91180", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please listen to the majority of parents and my own voice as a student.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly argues against the policies, saying they are \"collateral damage\" and asking officials to \"consider the parents' opinions\" and \"hear the parents' voices.\" They also criticize the underlying approach as an \"ideology\" with \"questionable backing by science,\" indicating opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "gender identity", "transgender students", "student safety", "medical transition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance,\" which directly endorses adoption of the regulation. The additional statement, \"Trans kids deserve respect,\" reinforces approval of the policy's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student respect", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed to this decision!\" and argues it could \"put them in a place of harm.\" This is a clear rejection of the proposed policies rather than a request for modification.", "tone": "negative", "tags": ["student safety", "parental rights", "harm concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the VDOE's proposed guidelines for transgenders,\" which clearly rejects the regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"STRONGLY OPPOSE\" and \"I do not approve of these proposed VDOE guidelines,\" which clearly rejects adoption of the regulation. No supporting or conditional language is provided.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please, no!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy \"goes way beyond prevention\" and objects to \"mandatory promotion of politicized, sexualized ideology,\" indicating opposition to adoption. They argue it is \"irresponsible\" and potentially \"damaging,\" which shows they want the proposed policy rejected or substantially weakened.", "tone": "negative", "tags": ["transgender students", "bullying prevention", "student safety", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "oppose oppose oppose. We should not be teaching our kids this in school.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"oppose oppose oppose\" and repeats \"Oppose\" multiple times. They state that \"this should not be taught in school\" and \"This should be illegal,\" which clearly indicates rejection of the proposed policies.", "tone": "negative", "tags": ["transgender students", "school curriculum", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed to this bill,\" which directly states rejection of the regulation. The phrase \"uses our children as political plunder for this cultural war\" shows they want it rejected on ideological grounds.", "tone": "negative", "tags": ["transgender students", "culture war", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Love our students and teachers; please, please reconsider", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"please reconsider\" and concludes, \"This is not a prudent way to help our students,\" indicating opposition to adopting the policy. They also argue it would force teachers to act against \"legitimate personal or religious beliefs\" and call the approach \"inherently discriminatory and unconstitutional.\"", "tone": "negative", "tags": ["religious freedom", "parental rights", "teacher rights", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I object to this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this policy,\" and argues that the regulation is \"inappropriate\" because it \"removes the parents from gender discussions and decisions.\" This is a clear rejection of the proposed guidance rather than a request for modification.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I oppose this policy,\" which directly states opposition to adoption. The follow-up, \"Parents can teach their children concerning this subject,\" reinforces a preference against the policy by asserting parental control instead of school guidance.", "tone": "negative", "tags": ["parental rights", "transgender students", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" the policy and describes it as \"indoctrination of the transgender agenda.\" They also argue it is \"extremely dangerous\" and undermines parental guidance, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student welfare", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender is an assumptive term attempting to denote normalcy. It is not based on medical science", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy’s premise, calling transgender identity \"not based on medical science\" and arguing that schools should not accommodate students \"claiming a subjective, dysphoric identity.\" The final sentence explicitly says it is \"overtly abusive\" to require shared sports teams and locker rooms, indicating opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "gender identity", "school sports", "locker rooms", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose any policy that pushes or teaches our children about transgender issues,\" which is a direct rejection of the proposed guidance. The statement that these topics should be discussed \"at home not in school\" indicates opposition to adoption in the school setting.", "tone": "negative", "tags": ["transgender issues", "parental rights", "curriculum", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Kids!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We absolutely need protections for them,\" and frames the policy as necessary so trans kids \"feel safe and heard.\" The title, \"Support Trans Kids!,\" also clearly indicates approval of the regulation's purpose.", "tone": "positive", "tags": ["transgender students", "student safety", "bullying prevention", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"oppose\" and says the policy is \"another distraction from the real job of teaching academics.\" They also argue \"This should be a private matter,\" indicating they do not want the regulation adopted in schools.", "tone": "negative", "tags": ["transgender students", "school policy", "privacy", "academic focus"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender legislation.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose this measure,\" which directly states opposition to adoption. They also argue it lacks \"scientific evidence\" and \"will harm many children and youth,\" reinforcing a rejection of the policy.", "tone": "negative", "tags": ["transgender students", "student safety", "evidence-based policy", "harm to youth"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose the proposed transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose the proposed transgender policy\" and asks, \"Please reject this radical policy.\" They argue the policy is \"mandatory promotion of politicized, sexualized ideology\" and harmful to children, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender policy", "parental rights", "student safety", "curriculum", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this policy\" and argues it should not be imposed on students and staff. They describe it as an \"assault on the freedoms of conscience, expression, privacy, and religion,\" and say it would undermine parents' authority and force families to withdraw from public schools.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model policies for the treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposal as \"very concerning\" and a \"tremendous overreach,\" and says it \"smells more like indoctrination, not education.\" The closing demand to \"Teach, do not indoctrinate!\" indicates they want the policy rejected rather than adopted.", "tone": "negative", "tags": ["indoctrination", "parental rights", "education scope", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose all kinds of discrimination", "truncated": true, "stance": "support", "stance_confidence": 0.84, "stance_rationale": "The commenter explicitly says they \"oppose all kinds of discrimination\" and agrees with parts of the policy, including that schools should not enforce sex-specific dress codes. Although they raise concerns and request changes on parental notification, bathrooms, and pronouns, the overall thrust is to refine the regulations rather than reject them.", "tone": "mixed", "tags": ["anti-discrimination", "parental rights", "bathroom access", "privacy", "pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91201", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support Affirming Environments", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"beyond confident that affirming treatment is life-saving and ethically mandated\" and frames it as part of \"non-discrimination policies.\" They also offer to \"contribute to policy efforts,\" indicating clear support for adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "non-discrimination", "student wellbeing", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91202", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender: The role of parents in public education should not be removed or threatened", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The comment says, \"The role of parents in public education should not be removed or threatened,\" which signals concern that the proposed transgender student policies would diminish parental authority. It does not explicitly mention rejecting the regulation, but the wording clearly objects to the policy direction and implies opposition to adoption as written.", "tone": "negative", "tags": ["parental rights", "transgender policies", "public education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91203", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues against \"forcing this on every child.\" They reject the policy’s approach to transgender students, saying \"Feelings aren't fact\" and that adults should not tell children \"that the truth is whatever they want it to be.\"", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "parental rights", "student guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91204", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE THIS MADNESS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE THIS MADNESS\" and rejects the guidelines as \"NOT based on science\" and \"not sustainable.\" This is a clear call to reject the regulation rather than adopt it with changes.", "tone": "negative", "tags": ["transgender students", "science", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91205", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly opposed\" and repeatedly rejects the policy, calling the science \"crap\" and accusing the authors of having an agenda. The statement \"God created male and female\" and \"You people are out destroy this world\" indicate opposition to the transgender student policies themselves.", "tone": "negative", "tags": ["transgender students", "science", "religious beliefs", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91206", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SupportPr", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy’s goals, saying that providing a \"safe, inclusive, affirming environment\" is \"an obligation\" and that \"we should all be doing our part\" to support LGBTQIA students. The comment argues the regulation is necessary to reduce discrimination and exclusion, indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94137", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans and Non Bionary Children in Schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please vote to support the rights of trans and non binary students in schools\" and repeats, \"I urge you to vote to support the rights of transgender and non binary students.\" They frame the policy as important for a \"supportive and understanding\" school environment and for students' \"mental well being.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student mental health", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94138", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "upskirting and sex will become a problem", "truncated": false, "stance": "oppose", "stance_confidence": 0.78, "stance_rationale": "The comment appears to reject the policy by warning that \"upskirting and sex will become a problem\" and asserting \"It’s gonna happen,\" which frames the regulation as dangerous or harmful. Although brief and vague, the language clearly signals opposition rather than support or neutral inquiry.", "tone": "negative", "tags": ["student privacy", "student safety", "bathroom access", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94139", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY support\" and calls the proposal \"a vital stepping stone in achieving equal rights for all children.\" They also argue it will \"protect[] all family members\" and create \"a safe environment,\" which clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "student safety", "equal rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94140", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Suppprt", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Support.\" and the title also indicates approval, despite the misspelling \"Suppprt.\" There is no qualifying language or objection to suggest otherwise.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94141", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support 100%", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support 100 %\" and endorses the policy’s underlying goals of respect and equality for transgender people. The rest of the comment reinforces approval by arguing for \"equal rights and support\" and criticizing opposition to the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal rights", "respect and dignity", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94142", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose any legislation granting transgender rights while in school\" and asks, \"please do not grant transgender rights while in school.\" They object to school bathroom access and related accommodations, indicating rejection of the proposed policies.", "tone": "negative", "tags": ["transgender rights", "bathroom access", "student safety", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94143", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and \"I fully support this legislation.\" They also endorse the policy goal of protecting \"the well-being of trans and non-binary youth\" and preventing harassment and discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly oppose!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"strongly oppose!!\" and argues that \"This will only harm our children.\" They also state that it \"will not help them in any way,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["student safety", "transgender students", "parental concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly opposed\" and condemns the policy as \"foolish,\" framing it as a harmful social change. The statement that this is \"the end result when you have taken God out of are society\" indicates rejection of the regulation on religious/moral grounds.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protecting trans youth is a necessity, not an option. Strongly support.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support these policies\" and \"Strongly support,\" indicating clear approval of the regulation. They also frame the policies as necessary to \"keep children safe\" and to protect \"transgender youth.\"", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "transgender rights", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "off all the parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly condemns the policy, saying, \"I couldn’t imagine a more destructive or reckless policy.\" This is a clear rejection of the proposed transgender student guidance rather than support or a neutral question.", "tone": "negative", "tags": ["transgender students", "school policy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Guidance Document", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter states \"Completely Opposed,\" which is a direct rejection of the proposed transgender guidance document. No qualifying language suggests support or neutrality.", "tone": "negative", "tags": ["transgender policy", "school guidance", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully endorse the promulgation of these regulations as written,\" which is a clear endorsement of adoption. They also argue the regulations \"must not bow\" to opposing views, reinforcing support for the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94150", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and states the policy \"does not belong in the schools of Virginia.\" They also characterize it as \"indoctrination,\" indicating rejection of the regulation rather than support or neutrality.", "tone": "negative", "tags": ["indoctrination", "public schools", "transgender students", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support for the wellbeing of trans students.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this\" and ties that support to \"the improved health and wellbeing of trans students.\" This is a clear endorsement of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student wellbeing", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I hope the LGBT community is happy, trampling women’s rights. Extremely disturbing. Virginia is lost", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the regulation, calling it \"terrible\" and saying it is \"trampling women’s rights.\" The phrase \"Extremely disturbing\" and \"Virginia is lost\" indicate opposition to adopting the policy.", "tone": "negative", "tags": ["women's rights", "LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "??", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This is excellent, necessary, guidance for our schools,\" which clearly endorses the regulation. The closing \"Thank you!\" reinforces approval rather than criticism or neutrality.", "tone": "positive", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion", "supportive guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "All students - regardless of gender identity-deserve love and support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly endorses an inclusive approach, stating that \"all students deserve a thoughtful unbigoted learning environment\" and praising educators who \"champion inclusion and belonging for all.\" This aligns with support for the proposed transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school climate", "anti-bullying"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "fully support, trans rights are human rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"fully support\" and repeats \"trans rights are human rights,\" which clearly endorses the regulation. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In Strong Opposition", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"In Strong Opposition\" and \"I stand in strong opposition to this.\" They also call the policy \"an unacceptable policy\" and argue it would make schools \"unsafe,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "public education", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the proposal \"STRONGLY OPPOSE\" and repeatedly asks to \"Reject these policies completely\" or remove them from consideration. The body argues the guidelines violate parental rights, free speech, religious freedom, and student privacy, and says they \"create far more problems than they solve.\"", "tone": "negative", "tags": ["parental rights", "free speech", "religious freedom", "privacy", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly opposed!\" and calls the policies \"Ridiculous,\" which clearly indicates rejection of the regulation. There is no request for modification or neutral information, only opposition.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this measure\" and endorses \"the protection of all trans students.\" This is a clear affirmative position on adopting the regulation, with no opposing language.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student protection", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support\" and \"I fully support this policy,\" which clearly indicates approval of the regulation. There is no qualifying language or criticism suggesting opposition or neutrality.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed STRONGLY! Children are confused enough about life, God doesn’t make mistakes", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Opposed STRONGLY!\" and argues against allowing children to \"question who God made them,\" which clearly rejects the proposed transgender student policies. The phrase \"Plain evil\" further indicates opposition rather than support or neutrality.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "parental rights", "student identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support the Model Policies for the Treatment of Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the Model Policies\" and repeatedly argues the Guidance is \"the right thing to do\" and \"a move in the right direction.\" The comment also defends the policy as constitutional and protective of transgender youth, indicating clear approval rather than a request for weakening or rejection.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-bullying", "privacy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly opposed,\" which directly indicates rejection of the regulation. The reason given — \"Undermining parental authority is most concerning\" — shows opposition to the policy on parental rights grounds.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose the transgender draft model\" and argues against the policy throughout. They object to restroom/locker room access, pronoun enforcement, and school discussion of gender without parental permission, indicating they want the regulation rejected.", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "pronouns", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support!!!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!!!!!!\" and adds \"Trans rights are human rights,\" which clearly endorses the proposed transgender student policies. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the protection of the health and well-being of transgender students in Virginia public schools.\" They also endorse the policy goal of creating a \"safe space\" for students to be \"their authentic selves,\" indicating approval of the regulation.", "tone": "positive", "tags": ["transgender students", "student safety", "LGBTQ+ inclusion", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE - this goes far beyond Transgender equality", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues the policy \"goes FAR beyond equality\" and should not be imposed. They call it \"another radical policy\" and say it is \"further indoctrinating our children,\" indicating clear rejection of adoption.", "tone": "negative", "tags": ["parental rights", "transgender students", "privacy", "indoctrination", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94168", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose,\" \"Back off, please,\" and \"My vote is no,\" indicating clear rejection of the regulation. They argue it conflicts with \"biological fact\" and parental authority, and object to school involvement in gender identity and restroom access.", "tone": "negative", "tags": ["parental rights", "bathroom access", "gender identity", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that \"ALL students, including transgender students, deserve to feel safe and welcome in schools.\" This clearly endorses adoption of the regulation and its protections for transgender students.", "tone": "positive", "tags": ["transgender students", "student safety", "LGBTQ+ inclusion", "school climate", "rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support, please protect trans youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support,\" which directly endorses adoption of the regulation. The added phrase \"please protect trans youth\" reinforces support for the policy's purpose and protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support\" the initiative and \"wholeheartedly support\" it. They frame it as helping \"ALL VA kids\" and \"stand with Trans youth and Trans lives everywhere,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "transgender students", "anti-discrimination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose and here is why", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Oppose and here is why\" and repeatedly argues the policy \"needs to be reworked\" before adoption. They object to pronoun requirements, bathroom/discipline implications, loss of gendered school traditions, and possible religious-rights conflicts, concluding that the policy \"allows for the rights of other students to be infringed upon.\"", "tone": "negative", "tags": ["pronouns", "parental rights", "religious freedom", "student discipline", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender policy for schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"this law is way overboard\" and frames the policy as harmful, indicating rejection of the regulation. They object to privacy provisions, stating they \"can never agree that any information... should be kept from the parents,\" and argue it would create a \"parents vs the school\" conflict.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues against the policy by rejecting transgender identity and pronoun guidance as a \"gender pronoun conflict.\" The language condemns the regulation as enabling a \"mental disorder\" and asks, \"Why are we letting the patients run the asylum,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "pronouns", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSED", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am absolutely opposed to this,\" which clearly rejects the regulation. They object specifically to \"biological males or females\" using opposite-sex bathrooms, calling it a \"huge liability\" and \"inviting a myriad of issues.\"", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Oppose!\" and states, \"This is wrong and unacceptable,\" which clearly rejects the proposed regulation. There is no request for modification or neutral information, only opposition.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans rights fully", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support trans rights completely!\" This is a clear endorsement of the regulation’s purpose and direction.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94178", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and states \"If this happens to be approved\" they will lose more families, indicating clear rejection of the regulation. The comment argues schools should not \"misguide our children\" and frames the policy as contrary to parental values.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "student safety", "family values"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose. It strips parental rights & religious freedoms; the very fabric of this nation.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this policy being recommended\" and repeatedly argues it \"violates parental rights\" and \"religious freedoms.\" The body also calls the policy \"totally unworkable\" and says it should not be adopted because it would create safety, privacy, and due process problems.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "student safety", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94180", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support and urge compassion", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and urges the state to \"include and protect its Trans students.\" The rest of the comment reinforces approval by arguing the policy is needed to address harm and affirm transgender identities.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strpngly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strpngly oppose\" and rejects the policy’s premise by asserting \"There are only 2 genders male or female.\" The biblical reference and \"God didnt create adam and steve\" indicate opposition to adopting the transgender student policies.", "tone": "negative", "tags": ["religious freedom", "gender identity", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support as a Means to Prevent Suicide and Violence", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Support as a Means to Prevent Suicide and Violence\" and repeatedly endorses the guidance as \"practical and beneficial overall.\" They argue it protects transgender youth, promotes equity and access, and asks, \"Shouldn’t school be a safe place?\"", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "equity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly praises the guidance, saying the \"Guiding Principle\" section is \"a fine summary\" and that they \"look forward to the implementation of this guidance document.\" They also argue the school system should \"teach trans/nonbinary students that they are welcome,\" indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the Statewide Transgender School Policy\" and repeatedly argues against specific provisions such as preferred pronouns, bathroom access, and gender-neutral dress codes. They also state the policy \"weakens/undermines my role as a parent\" and \"does not address the rights\" of those who disagree, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "bathroom access", "pronouns", "dress code", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% SUPPORT!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% support\" and adds \"Every single individual matters,\" which clearly endorses the regulation. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Support this legislation", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Support this legislation\" and adds \"Equality for all,\" which clearly endorses adoption of the policy. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["equality", "LGBTQ+ inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose the VDOE Transgender Draft.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose the VDOE Transgender Draft\" and calls it \"Unacceptable.\" They argue it \"contradicts science,\" \"strips parental rights,\" and says public schools are \"overstepping,\" all of which indicate rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "public schools", "medical transition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support protection for trans students\" and adds that students \"deserve full support and inclusion.\" This clearly endorses the proposed policies rather than opposing or questioning them.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly labels the policy as \"Strongly Opposed\" and says \"This has gone way to far,\" which clearly indicates rejection of the regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In support of protections for transgender and non-binary students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support protections for transgender and non-binary students,\" which directly endorses the regulation. They also add that \"this is good for all children,\" indicating approval of the policy's adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this gender confusion policy,\" which clearly rejects the proposed regulation. The phrase \"strongly oppose\" leaves little ambiguity about their position.", "tone": "negative", "tags": ["transgender students", "gender identity", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose/School policy should be based on the needs/concerns of the majority", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues the issue \"doesn't need consultation/guidance from the state,\" indicating rejection of the proposed policy. They also frame school policy as something that should be based on \"the needs/concerns of the majority,\" which is inconsistent with adopting the transgender student guidance.", "tone": "negative", "tags": ["parental rights", "state guidance", "child protective services", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support this legislation,\" which directly indicates approval of the proposed regulation. No contrary concerns or qualifications are included.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This comment section is quantitive data demonstrating the need for transgender protection", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and argues that the comment section itself demonstrates \"the need for transgender protection.\" The rest of the comment criticizes opposing views and reinforces support for adoption of the policy.", "tone": "negative", "tags": ["transgender protection", "school policy", "anti-discrimination", "student safety", "harassment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the model policy protecting transgender students\" and expresses approval of the policy's purpose. The rest of the comment reinforces that position by stating that \"All people deserve to be who they are and exist in safety.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In Full Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am highly in support of the proposed guidelines\" and argues they should apply so that \"all Virginia students, and especially transgender students\" can learn in a compassionate environment. The comment praises the guidelines as promoting \"equal treatment\" and a \"diverse learning environment.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "equal treatment", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!\" which directly endorses adoption of the proposed policies. There is no qualifying language or criticism.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "All the people opposing should be ashamed. This is about the protection of children. CHILDREN!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval, saying \"This passing is a necessity\" and \"All children deserve the right to be protected and loved!\" They frame the policy as necessary for \"the safety of trans and non binary youth\" and criticize opponents as \"hateful,\" indicating clear support for adoption.", "tone": "negative", "tags": ["transgender students", "student safety", "LGBTQ+ inclusion", "bullying prevention", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly states \"Strongly Oppose\" and provides no qualifying language suggesting support or neutrality. This is a clear rejection of the proposed regulation.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose - Listen to Science, respect parental rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Oppose\" and pairs it with \"respect parental rights,\" indicating they do not want the regulation adopted. The phrase \"Listen to Science\" is used as a supporting argument for rejection rather than a neutral observation.", "tone": "negative", "tags": ["parental rights", "science", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94201", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"These new policies should never be implemented in our public schools,\" which is a clear rejection of the regulation. Although they support protecting children from bullying, the overall message argues the policies are \"dangerous\" and harmful to parents' rights, safety, and privacy.", "tone": "negative", "tags": ["parental rights", "student safety", "privacy", "bathroom access", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94202", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT PLEASE ALLOW TRANS CHILDREN THE SAME COMFORTS AS EVERY OTHER", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks to \"SUPPORT\" the policy and argues that it should allow trans children \"the same basic comforts\" as other students. The statement \"allow trans kids the same basic comforts you allow your cis students\" clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["bathroom access", "transgender students", "student comfort", "equal treatment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94203", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The comment explicitly says \"Opposed\" and the body says \"Stop this nonsense,\" which clearly rejects the proposed regulation. There is no indication of support or a neutral question/comment.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94204", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and characterizes the policy as \"unbelievably dangerous,\" indicating clear rejection of the regulation. The phrase \"Common sense has died!\" reinforces a hostile opposition to the proposed transgender student policies.", "tone": "negative", "tags": ["transgender students", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94205", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support policies to protect trans kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the Virginia Department of Education’s guidance\" and endorses \"creating inclusive learning environments for transgender and non-binary youth.\" They also defend the privacy protections in the policy and argue against objections to them.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "student safety", "mental health", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94206", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100 % support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this 100%.\" This is a clear endorsement of the proposed regulation with no reservations or qualifications.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94207", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect transgender and non-binary students!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support protections for transgender and non-binary students!\" This is a clear endorsement of the proposed policies and their protections.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94208", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model policies for treatment of transgender students in Virginia schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly states \"100% OPPOSE,\" which is a clear rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94209", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and endorses the policy because \"Everyone, especially children trying to find themselves, deserve to feel safe and supported.\" This clearly favors adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94210", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the proposal \"Opposed\" and says \"This is totally out of line,\" indicating rejection of the regulation. The question \"Where are our straight children rights to feel safe\" frames the policy as harmful to non-transgender students and supports weakening or rejecting it.", "tone": "negative", "tags": ["student safety", "parental rights", "LGBTQ+ inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94211", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Full support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this guidance\" and urges schools to \"do better in protecting transgender students.\" The rest of the comment reinforces approval of the policy’s goals, including treating transgender students with dignity and resisting bullying.", "tone": "positive", "tags": ["transgender students", "student safety", "bullying prevention", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94212", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Equality", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly endorses equal treatment, saying \"Equal rights for all!!\" and that transgender people \"deserve to be treated as such.\" The final sentence, \"We need to change this,\" indicates support for the proposed policies' inclusive approach rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal rights", "student inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94213", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "can not support as written", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I can not support this as it currently stands\" and argues the policy is \"foolish, irresponsible, and potentially dangerous.\" Although they call for \"balance\" and protections for all parties, the overall message rejects the regulation in its current form.", "tone": "negative", "tags": ["transgender students", "parental rights", "student rights", "school policy", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94214", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose transgender policy\" and adds \"god made boys and girls!\", which rejects the proposed transgender student policies on religious/sex-binary grounds. This is a clear call against adoption rather than a neutral or informational remark.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94215", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose transgender policy.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this transgender policy,\" which directly indicates opposition to adoption. They also argue it is \"taking away parental rights\" and disregarding \"the safety and privacy rights of girls,\" reinforcing a negative position toward the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "student safety", "girls' rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94216", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed to these new policies,\" which directly indicates opposition to adoption. The phrase \"set a dangerous precedent\" further reinforces a negative position toward the regulation, despite the likely typo in \"will not be harmful.\"", "tone": "negative", "tags": ["transgender students", "school policy", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94217", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect trans children", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly urges action with the title \"Protect trans children\" and states that \"Protecting trans youth is a public health concern,\" which supports adopting the regulation. The comment frames the policy as necessary for safety and well-being, not as something to reject or weaken.", "tone": "positive", "tags": ["transgender students", "student safety", "public health", "LGBTQ+ inclusion", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94218", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly says \"Oppose!\" and argues the policy would \"infring[e] on the rights of others,\" specifically citing \"freedom of religion\" and \"parents’ rights.\" This indicates they do not want the regulation adopted in its current form.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94219", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "in support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"completely in support of these proposals!!\" and adds \"Trans rights are human rights,\" which clearly endorses adoption of the regulation. There is no opposing language or request to weaken it.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94220", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "WRONG", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"WRONG\" and saying \"I WILL NOT tolerate this.\" They object to transgender students using shared facilities, warning that if a boy goes into the dressing room it will be \"a problem\" and saying \"over my dead body\" they would allow it.", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94221", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Full support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I completely support this idea\" and adds that it \"should not be debatable whether this should happen or not,\" which clearly endorses adoption of the regulation. There is no indication of conditions or reservations.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94222", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please let children be children. Opposed to the Trans’ curriculum.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Opposed to the Trans’ curriculum\" and asks to \"Leave alternative sex Ed for adult-parent conversations,\" indicating rejection of the proposed transgender student policies. The request to focus only on core academics is framed as a reason not to adopt this guidance.", "tone": "negative", "tags": ["transgender students", "sex education", "parental rights", "curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94223", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this 100%!!\" and repeatedly objects to the policy being imposed on everyone. They also express concern about locker room/bathroom access and being \"turned in and face charges,\" indicating rejection of the regulation as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94224", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these changes in support of trans students\" and repeatedly argues the guidance should be adopted to protect transgender youth. They also describe it as \"a progressive move for all students,\" indicating clear approval rather than a request to weaken or reject it.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "student safety", "privacy", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94225", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy’s underlying purpose by stating, \"trans kids deserve rights\" and that they \"should be given the opportunity to feel safe in schools.\" This is a clear affirmative position in favor of adopting protections for transgender students.", "tone": "positive", "tags": ["transgender students", "student safety", "LGBTQ+ inclusion", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94226", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"OPPOSE\" and rejects the premise of the policy by stating, \"A man is not a woman and a woman is not a man. A boy is not a girl and a girl is not a boy.\" This indicates opposition to transgender-inclusive treatment in the regulation.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94227", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I completely disagree\" and urges, \"Stop trying to confuse these kids,\" indicating rejection of the transgender student policies. The statement that people are \"born male or female\" also signals opposition to the regulation's recognition of transgender students.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "parental concerns", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94228", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "full support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"full support\" and repeats \"support,\" indicating clear approval of the proposed regulation. There is no language suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94229", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support!\" and adds \"Protect trans students,\" which clearly endorses the regulation’s purpose. The comment offers no objections or qualifications.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94230", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support this policy,\" which directly indicates opposition. They further narrow the objection by saying \"especially in elementary schools\" and argue it will have \"unintended consequences negatively impacting far more kids than it will protect.\"", "tone": "negative", "tags": ["transgender students", "elementary schools", "student safety", "policy impact"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94231", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support from a former student", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these guidance updates\" and argues that \"All students should have access to a safe and welcoming environment.\" They frame the regulation as \"a good step for Virginia schools,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "teacher training"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94232", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A Model Policy is Needed to Ensure Equity and Support for ALL VA Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges the Department to \"continue with the Model Policy\" and says it is \"required by law\" and \"necessary and right.\" They repeatedly endorse trans-inclusive policies as \"best practices\" and say schools need the guidance to comply with existing regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94233", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am absolutely opposed to this idea!\" and argues the policy would let boys access girls' locker rooms and restrooms. They frame the regulation as creating risk of \"sexual assault\" and \"possible abuse,\" indicating clear rejection of the proposal.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94234", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support transgender student rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support transgender student rights\" and criticizes opposition to the policy. The statement \"I can't believe this is even debatable\" indicates clear approval of the regulation's purpose.", "tone": "negative", "tags": ["transgender student rights", "LGBTQ+ inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94235", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "unknown", "stance_confidence": 0.95, "stance_rationale": "The comment only says \"Strongly oppose\" and then trails off with \"Virginia Department of Education’s (VDOE)\" without specifying what is being opposed or why. Although the title suggests opposition, the body is too incomplete to confidently classify the stance toward the regulation itself.", "tone": "negative", "tags": ["opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94236", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender in the schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks officials to \"reconsider your desire to encourage gender confusion among our youth\" and says to \"leave children\" out of it, indicating opposition to the proposed transgender student policies. Phrases like \"hideous, child destroying agenda\" show they want the regulation rejected or substantially weakened.", "tone": "negative", "tags": ["transgender students", "parental rights", "gender dysphoria", "youth mental health", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89598", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans youth!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Support trans youth!!,\" which clearly endorses the regulation’s purpose of protecting transgender students. There is no language opposing or questioning the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89599", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I completely support!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I completely support!!!\" which directly endorses the proposed regulation. There is no qualifying language or criticism, so the stance is clearly supportive.", "tone": "positive", "tags": ["support for regulation"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89600", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Issues - Understanding vs Advocacy", "truncated": false, "stance": "oppose", "stance_confidence": 0.84, "stance_rationale": "The commenter objects to transgender-related policy content being used to \"force\" agreement and says those who disagree should have the right to \"respectfully disagree,\" which signals opposition to the regulation as written. The mention that their children felt \"bullied by transgender student and support groups\" further indicates resistance to the policy framework rather than support for adoption.", "tone": "negative", "tags": ["transgender policies", "parental rights", "bullying", "student rights", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89601", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "?!?!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter calls the policy \"madness\" and \"nothing short of child abuse,\" which is a clear rejection of the proposed regulation. The language indicates they believe it should not be imposed on students.", "tone": "negative", "tags": ["transgender students", "child abuse", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89602", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Does everybody forget how hard women fought to get public restrooms?", "truncated": false, "stance": "oppose", "stance_confidence": 0.84, "stance_rationale": "The commenter objects to the policy’s implications for transgender students by invoking women’s restroom access: \"Does everybody forget how hard women fought to get public restrooms?\" The request to \"Please respect women’s rights too\" and to \"Find a middle solution\" suggests they want the regulation changed or weakened rather than adopted as written.", "tone": "negative", "tags": ["women's rights", "bathroom access", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89603", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support helping children who suffer from gender dysphoria", "truncated": false, "stance": "oppose", "stance_confidence": 0.89, "stance_rationale": "The commenter opens with support for helping children with gender dysphoria, but then clearly questions the proposed guidance and its basis, saying they are \"not sure of the 'science'\" and objecting to \"letting boys use the girl's bathroom.\" They also challenge the First Amendment implications of the policy, indicating opposition to key parts of the regulation rather than support for adoption as written.", "tone": "negative", "tags": ["bathroom access", "First Amendment", "student privacy", "LGBTQ+ inclusion", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89604", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support trans people", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i support trans people,\" which clearly aligns with approving the transgender student policies. No opposing or qualifying language is present.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89605", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO, NO, NO", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support this as a school function!!!\" and argues that it is \"the roll of Parents and only parents,\" indicating rejection of the policy. The phrase \"Public schools are more and more trying to replace the prenatal responsibilities with their social agenda\" further shows opposition to the regulation's role in schools.", "tone": "negative", "tags": ["parental rights", "school authority", "transgender students", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89606", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this guidance\" and expresses a desire that it \"was already in place.\" They also describe positive experiences with inclusive schools, indicating approval of the regulation as written.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "parental rights", "school climate", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89607", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this wholeheartedly! The", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this wholeheartedly!\" and calls it \"an excellent step forward for the VDOE.\" They also state they want \"a school that supports all children,\" which clearly endorses the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89608", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "FULLY SUPPORT!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"FULLY SUPPORT!!\" and \"STRONGLY SUPPORT,\" which clearly indicates approval of the proposed regulation. There is no language suggesting opposition, conditions, or a neutral inquiry.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89609", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In full support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"In full support\" and states the policy \"has been needed for a very long time.\" They also argue that \"School should be a safe place for ANY child,\" which clearly endorses the regulation's protective aims.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89610", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": ".", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"i support!!\" which directly indicates approval of the proposed regulation. No contrary language or qualifications are included.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89611", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"I fully support!!!\" and repeats \"support,\" which directly indicates approval of the proposed regulation. There is no language suggesting reservations or opposition.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89612", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "i support!!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i support!!!!!\" and adds \"i support lgbtqia rights,\" which clearly endorses the regulation’s transgender-student protections. There is no opposing language or request to weaken the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89613", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "trans rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"i support!\" and the title \"trans rights\" indicates approval of the transgender student policies. There is no language suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89614", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support Trans rights,\" which clearly endorses the regulation’s purpose of protecting transgender students. The emojis and punctuation do not change the straightforward supportive stance.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89615", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly states \"I SUPPORT\" and provides no contrary language. It clearly endorses the proposed regulation without qualification.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89616", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Yes", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support,\" which directly indicates approval of the proposed regulation. The title \"Yes\" reinforces that positive position and provides no contrary language.", "tone": "positive", "tags": ["transgender students", "nondiscrimination", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89617", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I FULLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I FULLY SUPPORT\" and repeats \"I support,\" which clearly indicates approval of the regulation. There is no language suggesting opposition, neutrality, or a request for changes.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89618", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% SUPPORT!!!! HELP AND PROTECT LGBTQ+ KIDS!!!!!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% SUPPORT!!!!\" and urges to \"HELP AND PROTECT LGBTQ+ KIDS!!!!!!!!\" This is a clear endorsement of the proposed policies, despite the hostile language toward مخالفs.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-bullying", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89619", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "//", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I fully support,\" which clearly endorses adoption of the proposed regulation. No reservations or alternative requests are included.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89620", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans youth need respect and support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Trans youth need respect and support\" and urges, \"Don’t waste your energy on tearing them down,\" which clearly endorses protections and affirming treatment for transgender students. The comment does not ask for changes or express reservations about the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "respect", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89621", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"fully support!!!!\" and adds \"Trans rights are human rights,\" which clearly endorses the proposed transgender student policies. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89622", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support 100%", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the post \"Support 100%\" and repeatedly endorses the policy, saying schools \"must be a safe and welcoming place for all students\" and that accommodating trans and nonbinary students \"should not even be up for debate.\" They also call for specific implementation measures like respecting pronouns and names, restroom/locker room access, and staff training, indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "bathroom access", "staff training"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89623", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"strongly support,\" which clearly indicates approval of the proposed regulation. No contrary language or qualifications are included.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89624", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "i support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"i support\" and \"i completely support,\" which clearly endorses the proposed regulation. There is no language indicating any reservations or opposition.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89625", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% support trans kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this,\" which directly endorses the proposed regulation. The title, \"100% support trans kids,\" reinforces clear approval of the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89626", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Model Guidelines for Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"so pleased to see Virginia working to ensure\" transgender, non-binary, and gender non-conforming students' rights and calls the guidelines \"a good standard.\" They also thank the state for \"the care and effort put into these guidelines,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "pronouns", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89627", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "protect trans people.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses protection for transgender people, saying \"trans people deserve protection, respect, kindness\" and that \"the easiest remedy for transphobia and ignorance is knowledge and education.\" This clearly supports the regulation’s purpose of protecting transgender students and promoting inclusion.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89628", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the comment \"100% Support\" and says the model \"should be supported by everyone.\" They argue it creates an environment where students feel \"accepted\" and \"without judgement or discrimination,\" and that supporting transgender students will help them \"flourish.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89629", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Yes! Support trans kids!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policies, saying \"Yes! Support trans kids!\" and thanking the authors for a document they believe will \"make a positive difference\" and create \"a safer environment.\" This is clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive environment", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89630", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "full support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"full support\" and adds \"trans rights are human rights,\" which clearly endorses the proposed transgender student policies. There is no language indicating any objection or reservation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89631", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support the guidance.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the guidance\" and endorses \"fair and equal access to education\" for LGBTQ students. This is a clear affirmative position in favor of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal access", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89632", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and \"I reject the lunacy of these guidelines,\" making their position clear. They argue the policies \"do a disservice to our children\" and that society should not \"enable unhealthy fixations and behavior,\" which indicates rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89633", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% SUPPORT!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% SUPPORT!\" and \"I fully support this,\" which clearly endorses adoption of the regulation. The phrase \"you should too\" reinforces approval rather than criticism or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89634", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I SUPPORT 100%", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"I SUPPORT 100%\" and repeats \"I SUPPORT,\" which clearly endorses the regulation. There is no language indicating any reservations or opposition.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89635", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "FULL SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am expressing my full support of Virginia's adoption of this policy.\" They also praise inclusion for a \"gender expansive child\" and urge compassion, indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "parental support", "student inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89636", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "These policies are ESSENTIAL", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the proposed policy\" and \"I applaud the state\" for the work. They argue the policies are \"ESSENTIAL\" and needed to protect transgender students and provide \"equal access, rights, and protections.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination", "school policy", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89637", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support trans kidss!", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"support trans kids\" and affirms their identity, indicating approval of the policy’s protections for transgender students. The rest of the comment reinforces this supportive view by stating they \"are who they are\" and should be accepted.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support", "identity affirmation"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89638", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE as a scientist, mother and community member.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly opens with \"OPPOSE\" and repeatedly argues against the policy, saying schools should not \"hide[] situations from parents\" or \"intervene and encourage new age philosophies.\" They conclude, \"Oppose these drastic changes before it's too late,\" making their opposition clear and direct.", "tone": "negative", "tags": ["parental rights", "transgender students", "privacy", "school policy", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89639", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans kids!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support these policies!\" and frames the issue as \"Trans rights are essential,\" which clearly endorses adoption of the regulation. The title, \"Support trans kids!!!!,\" reinforces the same pro-policy position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89640", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support LGBTQ+ kids!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support trans kids!\" and argues they \"need to be treated with respect,\" which clearly endorses the regulation’s purpose. The exclamation \"Support LGBTQ+ kids!!!\" further indicates approval rather than opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "human rights", "student respect"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89641", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"100% support,\" which directly endorses adoption of the regulation. There is no qualifying language or criticism suggesting opposition or neutrality.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89642", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support LGBTQIA+ Children", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says the bills \"need to be passed\" and calls their passage \"crucial\" for supporting transgender children and LGBTQIA+ members. The overall message is clearly in favor of adopting the regulation, even though the final sentence trails off.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89643", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE regulations run amok", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please do not adopt these new regulations,\" and repeatedly argues against the policy as \"ridiculous\" and a \"slippery slope.\" They also say schools should not add \"a litany of new laws\" and instead frame transgender-related issues as needing \"counselling and help, not acceptance and encouragement.\"", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "bullying prevention", "student privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89644", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Students in Virginia Public Schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided by the VDOE,\" which directly endorses the proposed regulation. There is no qualifying language suggesting opposition or neutrality.", "tone": "positive", "tags": ["transgender students", "public schools", "VDOE guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89645", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support LGBTQ+!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges the policy to \"PROTECT AND SUPPORT LGBTQ+ KIDS,\" which clearly endorses the regulation’s purpose. The title \"Support LGBTQ+!!\" reinforces that they favor adoption of the transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89646", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This Doesn't Follow the Science", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of these proposed guidelines\" and calls the policies \"totally unworkable.\" They argue the guidance is based on \"radical theories\" and would force compliance with a view of sex and gender they reject, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "sex and gender", "school policy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89647", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i strongly support this,\" which directly endorses adoption of the regulation. No objections, qualifications, or alternative requests are included.", "tone": "positive", "tags": ["support", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89648", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Guidance document. Board of education on gender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I DO NOT support this nonsense,\" and calls the policy \"a waste of tax dollars.\" The rest of the comment rejects the document's framing of gender, indicating opposition to the regulation itself.", "tone": "negative", "tags": ["gender identity", "transgender students", "education policy", "tax dollars"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89649", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am in favor of efforts to make sure Virginia's schools are safe and welcoming\" and states that \"Protecting transgender and nonbinary students is key to their success.\" This clearly endorses the proposed policies and their goals.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89650", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Support\" and urges policymakers to \"do right by our children\" by protecting transgender and nonbinary students. They argue the policies are needed so students feel \"protected and safe\" and to address bullying and discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89651", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am writing in support of the Model Policies\" and repeatedly argues that the rule will help transgender and nonbinary students feel \"safe and included.\" They also conclude that \"This proposed rule will make Virginia schools a better place to learn,\" which clearly endorses adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "privacy", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89652", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am writing in support of the Model Policies on the Treatment of Transgender Students\" and repeatedly urges protection for transgender and nonbinary students. They also state, \"This proposed rule will make Virginia schools a better place to learn,\" which clearly endorses adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "privacy", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89653", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy for Schools", "truncated": false, "stance": "support", "stance_confidence": 0.78, "stance_rationale": "The commenter explicitly says they \"do not support\" the policy as drafted because it amounts to \"special treatment\" for transgender students. However, they also ask that it be \"amended\" to provide more single-use facilities, which indicates support for a modified version rather than outright rejection.", "tone": "mixed", "tags": ["transgender students", "bathroom access", "privacy", "fairness", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89654", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Wow, thank you!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly praises the policy and says they are \"excited to see Virginia public schools doing the same.\" They also thank the state for \"prioritizing this\" and describe it as protecting trans/nonbinary students' rights, which clearly indicates support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "student safety", "gender identity", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89655", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "fully support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I completely support this\" and adds \"protect trans rights,\" which clearly endorses adoption of the policy. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89656", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support of the Model Policies on the Treatment of Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am writing in support of the Model Policies\" and repeatedly argues that the proposed rule is \"necessary\" and will \"make Virginia schools a better place to learn.\" They also thank the agency for \"ensuring safe and welcoming schools for all Virginia students,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "bathroom access", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89657", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "PROTECT TRANS YOUTH", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says there is a \"need for policies to prohibit the mistreatment of trans youth\" and expresses excitement that the conversation is \"opening up in favor of trans people in the schooling systems of VA.\" This clearly աջակցs adoption of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89658", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Talk about it.", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The comment explicitly asks to \"Provide trans youth with a safe environment to learn in,\" which aligns with the regulation’s goal of protecting transgender students and creating a supportive school environment. It offers clear affirmative support rather than criticism or a request for changes.", "tone": "positive", "tags": ["transgender students", "student safety", "safe learning environment", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89659", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"strongly oppose\" and argues the policy \"encourages\" harmful outcomes, including children turning to \"drug- and surgery-based alterations\". The comment clearly rejects the regulation rather than supporting it with changes.", "tone": "negative", "tags": ["transgender students", "student mental health", "medical transition", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89660", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Support This", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"I Support This\" and adds \"Protect trans youth,\" which clearly endorses the proposed transgender student policies. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89661", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"outraged at the proposed Transgender policies\" and argues that \"our taxpayer monies do not need to interfere in these matters.\" They also urge to \"Allow caregivers to care for their children as they see fit,\" which rejects government adoption of the policy.", "tone": "negative", "tags": ["transgender students", "parental rights", "government overreach", "biology", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89662", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I 100% support trans kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I 100% support trans kids!!\" which clearly endorses the policy’s purpose of protecting transgender students. There is no language opposing or questioning the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89663", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In support of Virginia's Trans and Non-Binary students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"in support of the proposed Model Policies\" and urges officials to \"make the right decision.\" They frame the policies as \"a matter of safety and human rights,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "human rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89664", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect Trans Youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly advocates for the policy’s goals, saying \"Trans youth deserve to life a safe and happy life\" and \"They deserve to be protected by the law.\" This is a clear endorsement of protections for transgender students rather than a critique or request to weaken the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89665", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Opposed!\" and says \"I do not believe\" the proposal should proceed, arguing it will \"open up the opportunity for unimaginable things\" in schools. They only support separate facilities for accommodations, which indicates opposition to the regulation as written rather than support for adoption.", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "student safety", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89666", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this\" and states they are \"in support for protection for LGBTQ children.\" They further argue the policy is needed so students can \"feel safe and supported\" in public schools, indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89667", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Children!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval by saying \"Support Trans Children!\" and argues that trans children \"deserve the same rights\" and \"same treatment as any of their peers.\" The comment endorses the regulation’s protective purpose rather than opposing it.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "anti-discrimination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89668", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support LGBTQ+ Children.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses protecting transgender/LGBTQ+ students, criticizing adults who would allow a child to be treated with less respect. Phrases like \"all deserve to go to school and have a healthy and productive environment\" indicate support for the regulation's goal of creating a supportive school environment.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89669", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i support this!\" and adds \"Protect trans rights,\" which clearly endorses adoption of the policy. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89670", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Support\" and asks, \"Why would you oppose this?\" They further endorse the policy by saying, \"Let people live their lives how they want to,\" which clearly favors adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89671", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"support\" and adds that \"there is no reason not to support this,\" which clearly endorses adoption of the regulation. No objections or qualifications are expressed.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89672", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concerns over transgender public school policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please stick to education... not hotly debated social problems. Not your place,\" indicating they do not want the transgender student policy adopted. They also argue that \"These decisions and choices need to stay within the family\" and reject the premise of the policy throughout the comment.", "tone": "negative", "tags": ["parental rights", "transgender students", "mental health", "school policy", "family autonomy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89673", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the comment \"Support!\" and repeatedly praises the proposal as \"based on science\" and something that \"will help kids.\" They thank the authors and say it is \"good to have this guidance,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "teacher support", "privacy", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89674", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% Support for LBGTQIA+", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"100% Support for LBGTQIA+\" and identifies themselves as a \"Teacher in 100% Support for LBGTQIA+ students.\" This clearly endorses the regulation’s purpose of supporting transgender/LGBTQIA+ students in schools.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89675", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Full Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly opens with \"Full Support!\" and repeatedly asks to \"help make the school atmosphere easier for today's non-binary children.\" They describe the policies as \"based on best practices\" and say they are \"relieved that these policies are finally being introduced,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student well-being", "school climate", "transgender students", "family support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89676", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the document provides \"useful guidance\" and expresses being \"glad to see schools adopt pro-active policies\". They frame the regulation as protecting \"the legal rights and emotional well being of trans kids,\" which clearly supports adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "nondiscrimination", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89677", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support the proposed Model Policies for the Treatment of Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the proposed Model Policies\" and urges officials to \"adopt it.\" They praise the guidance for protecting transgender and nonbinary students and describe it as making schools \"a haven\" for all students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89678", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT!\" and repeatedly endorses the policy, including support for transgender students' rights, updated records, non-segregation in facilities, and mandated training. The closing आग्रह to \"make that official and enforceable\" confirms approval of the regulation, not opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "privacy", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89679", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Support\" and says \"a change must happen\" and that \"adapting to the change will do... more good than fighting it.\" They also endorse an \"accepting, supporting environment\" and a \"smooth transition to these changes,\" indicating approval of the regulation with implementation caution.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive environment", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89680", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Please do not adopt this policy as it stands\" and titles the comment \"Strongly Oppose.\" They argue the policy is \"a complete attack on our values\" and ask to \"add some nuance\" because it is too forceful for families who do not accept gender identity as presented in the policy.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89681", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Would NEVER Support!!! God creates us as who He wants us to be.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Would NEVER Support!!!\" and argues that the policy would \"make it easier for the evil to take hold\" and \"offer them more confusion.\" The comment clearly rejects the regulation and frames transgender affirmation as contrary to God's plan.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "student mental health", "parental concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89682", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I 100% support the 'Model Policies for the Treatment of Transgender Students'\". They also describe it as \"an important step\" in reducing trauma and stress, which clearly endorses adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student mental health", "bullying prevention", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89683", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "fully support, a step in the right direction!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"fully support, a step in the right direction!\" and provides reasons favoring the policy. They argue that supportive environments reduce \"anxiety, depression, self harm and suicide,\" especially for transgender youth, which clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student mental health", "student safety", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89684", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Want wholeness for the person in the long run", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter argues against affirming transgender identity, saying people \"want to silence\" those who \"tamper with their birth identity\" and warning that it leads to a \"growing sense of wrongness inside.\" This indicates opposition to the proposed transgender student policies rather than support for them.", "tone": "negative", "tags": ["transgender students", "gender identity", "student wellbeing", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89685", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "WHY WOULDNT YOU SUPPORT THIS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly argues there is \"literally no reason to oppose this\" and says \"there's people who need this. badly. CHILDREN who need this.\" They repeatedly defend the policy as protecting students from \"gender and identity discrimination\" and frame opposition as against \"human rights.\"", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "student rights", "nondiscrimination", "human rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89686", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Fully Support\" and repeatedly says the policy should be passed, including \"I see no reason not to pass this bill.\" They argue transgender students should feel safe and that schools should be \"a judgment-free zone\" and \"harassment-free.\"", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "religious freedom", "pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89687", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support trans’ rights!\" and frames the policy as helping transgender students receive \"an excellent education as everyone else does.\" This is a clear endorsement of the regulation's purpose and likely adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights", "education access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89688", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Support\" and says \"Trans students should feel safe in school like everyone else,\" which endorses the policy's protective aims. The rest of the comment defends trans students' bathroom and changing-room access rather than opposing the regulation.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "bathroom access", "privacy", "school sports"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89689", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i support this!!\" and argues that the policy should protect \"trans kids from the discrimination and transphobia\" they face. This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89690", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I SUPPORT 10,00%", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I SUPPORT 10,00%\" and adds, \"I support this so much, everyone deserves respect.\" This is a clear endorsement of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student respect", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89691", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"There is no reason not to support this\" and frames the policy as protecting \"the basic rights of children\" and equal treatment. This is a clear endorsement of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89692", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support\" and adds that they \"support the LGBTQ+ Community\". They further state that the bill \"makes efforts\" to support that community, indicating approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "support for regulation"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89693", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "this is for the bill of the protection of transgender students in virginia.", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly defends the policy, saying there is \"absolutely no reason that transgender students should be treated any differently\" and that \"Being kind and respectful of someone’s identity is the bare minimum.\" The comment argues against taking rights away from transgender students, indicating clear support for adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination", "respect and dignity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89694", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support\" and reinforces it with \"I completely support,\" which clearly indicates approval of the regulation. No contrary language or qualifications are present.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89695", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Support\" and argues that schools should be \"safe places\" free from \"bullying, harassment, and discrimination.\" They also say the Virginia Department of Education has a duty to provide the support needed to make schools safe for all students, which clearly endorses the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89696", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "??", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Support!!!\", which clearly indicates approval of the proposed regulation. No contrary language or qualifications are present.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "89697", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I 100% support this. Whatever Pam said is wrong.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I 100% support this\" and adds, \"I don't know why someone wouldn't support this,\" which clearly endorses the regulation. The remark \"Pam, you're wrong\" reinforces approval of the policy and disagreement with an opposing view.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "support for policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90098", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and explains that it will create a \"safe, supportive, and affirming school environment.\" They further state it will help schools be \"welcoming for all students, regardless of gender identity,\" which clearly endorses adoption of the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90099", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I Support!\" and repeatedly endorses the policy’s goals, stating they want schools to be \"a safe place for everyone, regardless of gender identity.\" The comment frames the regulation as consistent with their values of \"acceptance and love for all.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90100", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I STRONGLY OPPOSE THIS PROPOSED MANDATE\" and adds \"THIS IS WRONG,\" which clearly indicates rejection of the regulation. There is no supporting language or request for modification, only opposition.", "tone": "negative", "tags": ["transgender students", "opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90101", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely Oppose these Mandates", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am completely opposed to this insane proposal\" and frames it as something they do not want adopted. They also argue it would take \"the rights and responsibilities of a parenting\" away and call it \"evil,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "school authority", "LGBTQ+ inclusion", "political ideology", "lawsuits"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90102", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I strongly oppose\" and objects to the policy as \"remove God and parents in the upbringing of ANY child.\" This indicates rejection of the regulation and a belief that it improperly interferes with parental and religious authority.", "tone": "negative", "tags": ["parental rights", "religious freedom", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90103", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this guidance\" and endorses the policy as a way to \"protect our LGBTQI+ community.\" They also praise the guidance for helping educators ensure students are \"respected\" and have an \"inclusive educational experience.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "inclusive education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90104", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" and refers to \"this new law\" being imposed, which clearly indicates rejection of the regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["opposition", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90105", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "To the Max, I oppose this legislation.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose to this\" and the title states, \"I oppose this legislation.\" This is a clear rejection of the proposed policies, though the explanation is brief and based on personal beliefs and values.", "tone": "negative", "tags": ["opposition", "religious freedom", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90106", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to schools making this a priority - not your job! Teach reading writing and math!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies are \"not your job,\" calls them \"dangerous,\" and ends with \"VOTE NO!\" They object to pronoun requirements, privacy provisions, restroom access, and complaint procedures, arguing schools should \"stick with teaching reading, writing, and math.\"", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90107", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and repeatedly argues the policies should not be adopted, ending with \"our children will be pulled out of Virginia Public Schools.\" The body lists multiple objections to pronouns, bathroom access, parental notification, dress codes, and religious accommodations as reasons for rejecting the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90108", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "draft transgender student policies misguided", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the guidelines are \"misguided and overreaching\" and ends with \"Please do not enact them,\" which clearly rejects adoption. They also list specific objections about restroom access, pronoun discipline, and parental notification to argue against the proposal.", "tone": "negative", "tags": ["privacy", "parental rights", "bathroom access", "pronouns", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90109", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Social Worker Supporting this Lifesaving Policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support\" the policy and frames it as \"lifesaving.\" They also endorse protections for trans students, citing safety concerns like \"homelessness, bullying, and even suicide\" as reasons for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90110", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender policy proposed by the Virginia Department of Education.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Oppose transgender policy proposed by the Virginia Department of Education\" and adds, \"Do not disregard the role of parents in public education,\" indicating rejection of the regulation on parental-rights grounds. The comment does not suggest amendments; it argues against adoption.", "tone": "negative", "tags": ["parental rights", "transgender policy", "public education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90111", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and repeats \"WE STAND AGAINST THIS PERVERSITY,\" indicating clear rejection of the regulation. The stated reason is concern that it \"opens perverts to enter either bathrooms and endanger our children’s safety,\" which shows opposition tied to bathroom access and child safety fears.", "tone": "negative", "tags": ["bathroom access", "student safety", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90112", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Emphatically Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed guidelines\" and argues they should not be adopted because they \"substitut[e] the state’s temporal prerogatives\" for parental rights. They also object to school administrators withholding information, potential liability for parents, and the lack of a minimum age, all indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "transgender students", "school administration"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90113", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and states \"I STRONGLY OPPOSE THE TRANSGENDER SCHOOL POLICY THAT VDOE PROPOSED.\" They argue it \"creates confusion and chaos\" and is against \"our families core principles,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "school policy", "parental rights", "school environment", "family values"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90114", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and objects to the policy because it \"took parents rights away\" and would not disclose a child's struggles to parents. They argue schools should not keep \"secrets\" from parents, indicating rejection of the regulation as written.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school communication"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90115", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses the proposed regulation. There is no qualifying language suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90116", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose - bad policy will do more harm than good", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Strongly Oppose\" and states the policy \"will do more harm than good\" and is \"bad policy.\" Although they acknowledge that \"transgender children must be protected,\" they argue the regulation undermines parents and creates harm, especially regarding restroom and locker room access.", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90117", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Why are the children always the pawn of radical agendas that want to destroy our youth?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly OPPOSE!\" which directly states opposition to the proposed policies. The title also frames the regulation as a harmful \"radical agenda\" that would \"destroy our youth,\" reinforcing rejection.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90118", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"i support the guidance,\" which directly endorses adoption of the proposed regulation. No qualifications or objections are included.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90119", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose having gender confusion taught in schools,\" which directly rejects the regulation. The statement \"God didn’t make a mistake\" reinforces opposition to transgender-related policies rather than supporting them.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "religious freedom", "curriculum", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90120", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for LGBTQ Student Rights and Inclusion", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Unequivocally, I support the guidance,\" which directly endorses adoption of the regulation. The rest of the comment provides a religious rationale for inclusion and dignity, reinforcing support for the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "religious support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90121", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this being taught in the public schools,\" which clearly rejects the regulation. The reference to homeschooling as a response reinforces opposition to the policy's adoption in public schools.", "tone": "negative", "tags": ["parental rights", "public schools", "transgender students", "homeschooling"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90122", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Oppose Gender Confusion", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the LGBTQ and gender confusion agenda\" and argues against the policy as written. They also state, \"This LGBTQ push is counterintuitive to those objectives,\" indicating they want the regulation rejected rather than adopted.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "parental rights", "student well-being", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90123", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A safe place for ALL students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and argues that \"ALL STUDENTS deserve to be safe in school,\" which clearly endorses adoption. The rhetorical question about \"their human rights\" reinforces approval of the policy's protections.", "tone": "positive", "tags": ["student safety", "human rights", "LGBTQ+ inclusion", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90124", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and states \"this is not the way to do it,\" indicating rejection of the regulation. They argue the issues should be handled by parents and claim the guidelines would violate \"1st Amendment guarantees,\" which further supports opposition.", "tone": "negative", "tags": ["parental rights", "first amendment", "religious freedom", "freedom of expression"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90125", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No to Transgenderism being forced on the children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We stand against this evil plan\" and frames the policy as something being forced on children, indicating clear rejection of the regulation. The language condemns the proposal as \"horrible\" and \"demonic,\" leaving little ambiguity about opposition.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90126", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and objects to \"our children being taught this in our schools.\" They argue schools should focus on core academic subjects instead, indicating rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["transgender policies", "curriculum", "parental rights", "school instruction"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90127", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses the proposed regulation. The title also says \"SUPPORT,\" reinforcing the same position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90128", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Have you lost your minds?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy as “transgender mandates” and says Northam is trying to “impose his vision of the world upon the rest of us.” They frame the issue as “a fight between Good and Evil,” indicating strong opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90129", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender laws", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy, saying \"these laws DO NOT do that\" and calling them \"VERY discriminitory\" and \"dangerous.\" They argue the rules harm \"parents and non-transgender students\" and restrict teachers' \"freedoms and personal convictions,\" indicating opposition to adoption as written.", "tone": "negative", "tags": ["parental rights", "teacher rights", "student safety", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90130", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this being taught in the public schools,\" which clearly rejects the proposed policies. They also frame it as inappropriate for children, saying it is \"not fair to introduce innocent children to the uncertainties of grown adults.\"", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "public schools", "student age-appropriateness"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90131", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No, No, No", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter rejects the policy with the emphatic title \"No, No, No\" and argues that \"All children are better off staying at home\" rather than being subject to public-school guidance. This indicates opposition to the regulation’s adoption, even though the comment is broad and not specifically about transgender policies.", "tone": "negative", "tags": ["parental rights", "home schooling", "public education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90132", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Create the safe place you desire for your children starting from the HOME and not schools, be real!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy’s premise that schools should create a safe environment for transgender students, saying “let's not encourage this!” and that it is “not the public worker's responsibility.” They argue parents should handle it at home and warn against “condon[ing] certain behaviors,” which indicates opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "school responsibility", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90133", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support!! Bigots be gone!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% support this\" and urges that it \"go through,\" which clearly endorses adoption of the regulation. The rest of the comment reinforces support for equal treatment and opposition to efforts to block the policy.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender rights", "religious freedom", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90134", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "ABSOLUTELY NOT!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy with the title \"ABSOLUTELY NOT!\" and argues that it would force people to abandon their morals and accept a \"political progressive movement.\" The final sentence about schools trying to \"secretly\" become a \"hero\" for transgender students also indicates opposition to the regulation.", "tone": "negative", "tags": ["religious freedom", "transgender students", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90135", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for Transgender and Gender Non-Binary Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"writing in support of the proposed inclusive policy\" and repeatedly endorses it as \"evidence-based, ethical\" and aligned with \"diversity, inclusion, and affirmation of minority rights.\" They also argue that inclusive policies improve safety and academic outcomes for transgender and gender non-binary students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90136", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender regulations proposed by VA Department of Education", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Oppose transgender regulations proposed by VA Department of Education\" and argues schools should not be \"accommodating\" gender transitions. The comment cites concerns about puberty blockers and minors' ability to consent, indicating a clear rejection of the proposed policies.", "tone": "negative", "tags": ["transgender students", "gender transition", "puberty blockers", "minors consent", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90137", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender proposals for public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy outright, calling the proposals \"completely out of line\" and objecting to schools allowing students to define their sex or gender identity. They argue this conflicts with parents' authority and faith, and explicitly state that \"Insisting that children remain their own sex is not abusive,\" indicating opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "gender identity", "transgender students", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90138", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly OPPOSE the proposed transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly OPPOSE the proposed transgender guidelines\" and repeats \"I oppose\" the policy. The rationale focuses on parental authority and objects to schools \"going behind a parent's back,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90139", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says, \"Please oppose,\" and argues that the policy protects \"a small number of students at the expense of all.\" They also ask officials to \"let us do our job,\" indicating they do not want the regulation adopted as proposed.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90140", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Treatment of transgender in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"This in no way is acceptable\" and \"I say no and will never support this.\" They also urge others to \"homeschool\" if such policies continue, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "political agenda", "parental rights", "homeschooling", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90141", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Treatment of transgender in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy: \"This in no way is acceptable\" and \"I say no and will never support this.\" They also urge others to homeschool if such policies continue, indicating clear opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "parental rights", "school policy", "homeschooling"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90142", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose. Seriously, have you all lost your minds? Where's the common sense?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues the policy would \"set a dangerous precedent\" and is \"absolutely absurd.\" They object to transgender student accommodations in locker rooms and sports, framing the guidance as unsafe and something that should not go into effect.", "tone": "negative", "tags": ["transgender students", "school sports", "locker rooms", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90143", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that \"Schools should be safe spaces, free from harmful harassment and bullying,\" which aligns with adopting the policy. The statement that \"Transphobia doesn't just harm, it ends lives\" further endorses protections for transgender students.", "tone": "positive", "tags": ["student safety", "bullying prevention", "LGBTQ+ inclusion", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"OPPOSE\" and calls the policy \"nothing short of child abuse,\" which clearly indicates rejection of the regulation. The remark also criticizes the policy’s effects, saying parents are \"fleeing to private/charter schools,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender students", "parental rights", "child abuse", "school choice"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed “Transgender” policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this proposal\" twice, indicating clear rejection of the regulation. They object that it \"puts the government between the parent(s) and their child\" and \"forces speech compliance,\" which shows opposition to adoption.", "tone": "negative", "tags": ["parental rights", "free speech", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Policies for Treatment of Transgender Students in Va Schools", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"We need to make our schools safe for Gender Nonconforming Students and for all students\" and concludes, \"These policies are a step forward.\" The title also states \"Support Policies for Treatment of Transgender Students in Va Schools,\" making the endorsement clear.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Regulations", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter questions whether young children can \"give informed consent\" and asks whether they will be \"pressured to make these decisions,\" indicating opposition to the policy. They also state that \"The privacy of the child and the right of parents are being violated,\" which directly criticizes the regulation's approach.", "tone": "negative", "tags": ["parental rights", "privacy", "informed consent", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I fully support this proposal", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this proposal\" and repeats that they \"full support this endeavor.\" They also frame the policy as important for \"the emotional and physical well-being of our students,\" indicating approval of adoption.", "tone": "positive", "tags": ["student well-being", "transgender students", "school policy", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Condemn", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We cannot let political and social ideology trump basic biology,\" which rejects the policy basis of the regulation. They also warn that \"By taking this action\" it will invite harm, indicating opposition to adoption of the model policies.", "tone": "negative", "tags": ["transgender students", "student mental health", "biology", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90150", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"OPPOSE\" and asks to \"let the school stay out of our homes\" and \"not fall prey to ideology or trends,\" indicating rejection of the transgender student policies. They argue schools should \"simply teach basics\" and that \"we the adults are the ones pushing this stuff on them,\" which is a clear objection to the regulation's subject matter.", "tone": "negative", "tags": ["transgender students", "school curriculum", "parental rights", "ideology", "student wellbeing"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this,\" which directly endorses adoption of the regulation. The follow-up, \"We should all be supporting our kids, no matter who they are,\" reinforces approval of the policy's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose this!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this!!\" and describes the document as \"a complete undermining of parental rights.\" They also claim it \"represents a great danger to our children,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "student safety", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose This!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says, \"Strongly Oppose This!\" which clearly indicates rejection of the proposed regulation. There is no qualifying language or request for modification, only a direct opposition statement.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please stop", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks, \"Please do not try to condition our children with this SJW crap,\" which clearly rejects the proposed transgender student policies. The phrase \"Please stop\" reinforces opposition rather than support or neutrality.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Guidance Document", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose!!!\", which clearly indicates rejection of the proposed guidance. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools)", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!!!\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": ["transgender students", "public schools", "policy opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"strongly oppose,\" which clearly indicates rejection of the proposed regulation. No additional context or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely Oppose!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disagree with this legislation\" and the title reads \"Absolutely Oppose!!\". They frame the policy as \"a violation of parental rights,\" indicating they want it rejected rather than adopted.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose this ridiculous requirement.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this requirement\" and urges, \"lets end this now,\" which clearly rejects the regulation. The language indicates opposition to adoption rather than a request for modification.", "tone": "negative", "tags": ["opposition", "transgender students", "parental rights", "culture war"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for the Guidance Document", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Support for the Guidance Document\" and calls it \"vitally important.\" They also endorse the policy's purpose by stating it is \"about allowing them to be who they are,\" which clearly favors adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose regulation. Mental impairment needs addressing,  infringing privacy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly begins with \"Oppose regulation\" and repeatedly argues against the policy, calling it a \"delusional mental state\" and saying schools should not \"interfere in the personal affairs\" of students. They also frame the policy as harmful to morality and parental authority, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "privacy", "mental health", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Insanity", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"Stop trying to outwit nature\" and \"Don't force ridiculous rules on normal human beings.\" They argue against transgender accommodations in bathrooms and locker rooms and frame the guidance as harmful and unnecessary.", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "privacy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPUESTA A ESTA LOCURA", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, titling the comment \"OPUESTA A ESTA LOCURA\" and saying the drafters \"no saben ni cual es lo correcto o moral.\" The statement \"Da mucho miedo saber que nuestros hijos estan a su cuidado\" expresses fear and disapproval of the regulation and those implementing it.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety", "moral opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently Oppose Transgender Guuidelines for FCPS students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"absolutely and vehemently oppose this intervention\" and says the policy \"must be thrown out.\" They argue schools should not interfere in \"the personal affairs of an individual,\" indicating rejection of the transgender student guidelines.", "tone": "negative", "tags": ["transgender policies", "parental rights", "constitutional rights", "school role"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently Oppose Transgender Guuidelines for FCPS students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"Vehemently oppose\" the transgender guidelines and calls the bill \"ridiculous.\" They also argue it would \"squelch our freedoms\" and should \"never see the light of day,\" which clearly indicates rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and calls the policy an \"anti-science agenda,\" indicating rejection of the regulation. They also argue parents should be able to \"refuse this\" and claim it will cause harm, which supports an oppositional stance.", "tone": "negative", "tags": ["parental rights", "transgender students", "school curriculum", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "These Transgender mandates make no sense and I oppose them", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I very much oppose the mandates\" and asks officials to \"please refrain from implementing these ridiculous policies.\" She repeatedly argues against transgender-inclusive language and bathroom/locker room access, indicating clear opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"we oppose the proposed guidelines for transgender students.\" They also object to \"requiring made-up pronouns\" and argue that parents should be notified before transgender bathroom and locker room use is allowed, indicating rejection of the policy as written.", "tone": "negative", "tags": ["parental rights", "pronouns", "bathroom access", "locker room access", "transparency"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Let the parents, not the state, deal with their child's sexual dysphoria", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter argues that \"the parents, not the state\" should handle the issue, which directly rejects state-issued guidance for schools. The statement that \"one law cannot possibly cover all cases\" further suggests opposition to a uniform policy framework.", "tone": "negative", "tags": ["parental rights", "state authority", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Thank you for caring about these wonderful and vulnerable students!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I want to express support for these policies\" and praises them for helping transgender students. They also endorse specific provisions like \"chosen names, pronouns, and bathrooms that fit the gender they feel they truly are,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "bathroom access", "bullying prevention", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolute Travesty!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it an \"Absolute Travesty\" and saying it \"jeopardiz[es] all.\" They argue that gender-neutral restrooms would make girls \"at risk and unsafe\" and frame the policy as harmful \"social engineering\" rather than education.", "tone": "negative", "tags": ["bathroom access", "student safety", "gender identity", "privacy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed\" and directly instructs, \"Do not approve this measure.\" They also characterize it as \"beyond overreach,\" indicating rejection of the guidance rather than support for it with changes.", "tone": "negative", "tags": ["transgender policy", "government overreach", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% OPPOSED", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"100% OPPOSED\" and repeats, \"My wife and I are 100% OPPOSED to this!\" This is a clear rejection of the proposed policies with no qualifying support or request for modification.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support transgender students as a religious parent", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"look forward to policies like\" the Model Policies being in place and argues it is \"crucial that every person has safe and respectful treatment at school.\" They also endorse expanding protections, saying \"Maybe next year we can take it a step further,\" which clearly supports adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "religious freedom", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Tragic & Insane", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy as \"government overreach\" and says it \"opposes biological science, common sense, and parental rights.\" They also ask rhetorical objections about affirmation, religion, and school employees, indicating they do not want the regulation adopted.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "government overreach", "student mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed to VDOE Transgender Policy Proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Opposed\" and asks, \"Please do not enact them!\" They argue the policies give the state \"too much power\" and call them \"evil,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "state authority", "transgender policy", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support these policies,\" and repeatedly argues the policies \"go far beyond\" basic rights and are \"over reaching.\" They object to parental notification, bathroom/locker room access, gender-neutral clothing requirements, and unclear harassment standards, all indicating opposition to adoption as written.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "dress codes", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE Seeks to Compel Speech and Institutionalize Child Sexual Abuse", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges rejection of the policies, saying citizens should \"refuse these policies in court\" and \"All parents should stand up against these policies.\" The body repeatedly condemns the proposal as harmful and abusive, indicating clear opposition rather than a request for changes.", "tone": "negative", "tags": ["parental rights", "free speech", "privacy", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed transgender policy under consideration for Virginia schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose this transgender policy,\" which directly rejects adoption of the regulation. No supporting or neutral qualifications are provided.", "tone": "negative", "tags": ["transgender policy", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "If it passes, the VDOE will endanger all students and parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"If the proposal passes\" and calls on parents to sue the VDOE, indicating they want the regulation rejected. The comment describes the policy as \"pedophilliac grooming policies\" and says it would \"endanger students,\" which is clearly oppositional.", "tone": "negative", "tags": ["student safety", "parental rights", "LGBTQ+ inclusion", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed to this policy,\" which directly states opposition to adoption. The emphatic \"STOP THE MADNESS!!!!!!!!!!!!!!!!!!!!\" reinforces a strongly negative rejection of the regulation.", "tone": "negative", "tags": ["transgender policy", "opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Bureaucrats behind these policies should be fired", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly condemns the policy proposals as \"criminally insane\" and says the people behind them \"have no business working in education,\" which clearly indicates rejection of the regulation. The language is directed at the policies themselves rather than asking for changes or clarification.", "tone": "negative", "tags": ["transgender students", "education policy", "opposition", "school administration"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed Virginia Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The comment rejects the premise of the policy by asserting, \"God created male and female sexes. No others have been created,\" which directly વિરોધs recognition of transgender students. The rhetorical question, \"Where did all these others come from recently,\" signals disbelief and opposition to the regulation's treatment of transgender identities.", "tone": "negative", "tags": ["religious freedom", "gender identity", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the proposal \"Opposed!\" and argues it should not be adopted, calling it an \"anti-science ideology\" and an \"ideologically motivated folly.\" They also predict it will be \"challenged in court and invalidated,\" indicating clear rejection rather than support or neutrality.", "tone": "negative", "tags": ["parental rights", "privacy", "school sports", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed at all costs!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, titling the comment \"Opposed at all costs!\" and repeatedly urging \"DO NOT DO THIS TO OUR SCHOOL KIDS!\" They argue the regulation is harmful because it undermines parental involvement, \"intrud[es] into\" the family, and threatens privacy in bathrooms and locker rooms.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I DISAGREE! NOT GOOD, NO NO NO NO NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Strongly Disapprove\" and calls the policy a \"Radical Push\" that should be stopped, indicating clear opposition to adoption. Phrases like \"STOP CONFUSING CHILDREN\" and \"STOP PUSHING CRAP INTO THEIR BRAINS\" further show they want the regulation rejected.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "parental concerns", "religious freedom", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Only Bigots Support these Policies.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter clearly rejects the proposed policies, calling them \"Only Bigots Support these Policies\" and claiming they prevent families from transmitting \"ethnic, cultural, or religious values and beliefs\" to children. The statement frames the regulation as a threat from the state, indicating opposition rather than support or neutrality.", "tone": "negative", "tags": ["religious freedom", "parental rights", "family values", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly titles the submission \"Oppose\" and argues that girls \"need a safe place, apart from eyes of boys,\" indicating resistance to the policy’s treatment of transgender students in school spaces. The statement suggests concern about sex-separated facilities and student privacy/safety rather than support for the regulation.", "tone": "negative", "tags": ["student safety", "bathroom access", "privacy", "sex-specific facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This policy harms ALL children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this policy\" and argues it \"does not\" keep children safe or treated equally. They object to privacy and parental notification provisions, as well as restroom/locker room access, saying the policy \"leaves children vulnerable\" and \"is only further opening the door\" to abuse.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "locker rooms", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The devil is the author of confusion", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I object to this notion,\" and frames the policy as contrary to \"Biblical principles\" and \"morals, values.\" The comment asks that it not pass, indicating clear opposition to the regulation.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently Oppose Transgender Guuidelines for FCPS students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vehemently Oppose Transgender Guuidelines for FCPS students,\" which clearly rejects the proposed transgender student policies. There is no qualifying language suggesting support or neutrality.", "tone": "negative", "tags": ["transgender policies", "public schools", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No !", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Strongly Disapprove\" and urges, \"STOP CONFUSING CHILDREN,\" indicating clear opposition to the proposed transgender student policies. The language about a \"Radical Push\" and \"brainwashing\" shows they want the regulation rejected rather than adopted.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "religious freedom", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender school policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy framework, saying \"All this transgender stuff in schools is wrong and harming our children!!\" This indicates opposition to adopting the transgender student policies. The statement \"God created male and female and nothing in-between or extra\" further signals disapproval of the regulation's premise.", "tone": "negative", "tags": ["transgender students", "religious freedom", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This Virginia Father and Teacher Opposes", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed to these model policies\" and repeatedly states they \"oppose most strongly\" and find them \"very problematic and potentially harmful.\" The comment argues against affirming students without parental involvement and against accepting gender identity assertions without evidence, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Vehemently OPPOSE the bill in progress that will push the LGBTQ, etc. agenda in Virginia schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"unequivocally OPPOSE\" the initiative and calls it \"NOT acceptable 'education' for our kids.\" They also argue it should be handled \"from the home\" and accuse the legislature of \"overstepping their boundaries,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "education policy", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please consider the safety of our girls", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says they are \"deeply concerned about the risk this puts\" their daughters at and warns they will \"look into other options if the outlines provided are enacted.\" Although they begin with a general statement about dignity, the overall message rejects the policy as written and implies it should not be adopted in their county.", "tone": "negative", "tags": ["student safety", "parental rights", "bathroom access", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely NOT", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposal with \"Absolutely NOT\" and says it is \"totally opposed to the constitution\" and \"Shame on you for even considering it.\" They argue it conflicts with \"freedom of religion\" and \"what the bible teaches,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "constitutional objection", "LGBTQ+ inclusion", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91610", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support transgender needs", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy’s transgender accommodations, saying that allowing youth to use the bathroom matching their gender identity is \"deeply important.\" They also argue it \"does not harm anyone\" and that there are \"no negatives,\" which clearly supports adoption of the regulation.", "tone": "positive", "tags": ["bathroom access", "transgender students", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91611", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strongly Support\" and urges action to \"prevent cruelty to children\" and protect \"trans children.\" The body endorses the regulation’s purpose of supporting transgender students and reducing bullying and discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91612", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect GIRLS Opportunities and SAFETY", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly argues that female athletic competitions should be reserved for “those with female bodies” and warns that allowing transgender girls to compete will “destroy the progress that girls have made.” Although they say transgender students should be treated with respect, the overall message opposes the regulation’s inclusion of transgender students in sex-specific sports.", "tone": "negative", "tags": ["school sports", "girls athletics", "transgender students", "sex-specific activities", "fairness"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91613", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Safety for our girls and staff", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policy \"extremely dangerous\" and concludes it is an \"Unacceptable policy,\" indicating clear rejection. They also argue it would \"open[] them up to assaults\" and give students undue leverage over staff, which shows opposition to adoption.", "tone": "negative", "tags": ["student safety", "bathroom access", "parental rights", "staff authority", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91614", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose teaching children about sexual transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy’s subject matter, saying children are at school to learn \"reading, writing and math\" and \"Not to have a social issue be taught.\" The final statement, \"This is ridiculous!!,\" reinforces opposition to the regulation’s transgender-related guidance.", "tone": "negative", "tags": ["transgender students", "curriculum", "parental concerns", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91615", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and states that \"These policies will cause more harm and confusion within our schools.\" They also reject the underlying policy framework as \"radical and political,\" indicating opposition to adoption.", "tone": "negative", "tags": ["transgender students", "school policy", "religious freedom", "science", "student wellbeing"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91617", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and endorses schools supporting \"trans and non-binary students.\" The final sentence, \"There are so many kids in our schools who dearly need this support,\" reinforces approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91618", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I do not support this legislation,\" which directly indicates opposition to adopting the proposed policies. No qualifying language or request for changes is provided.", "tone": "negative", "tags": ["transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91619", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this legislation,\" which directly states opposition to the proposed policies. The claim that it will \"damage children’s perception about themselves\" and create \"opportunities for abuse\" further indicates rejection rather than support or neutrality.", "tone": "negative", "tags": ["transgender students", "student safety", "child welfare", "abuse concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91620", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Strongly Oppose Eradication of Gender Distinction", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose your proposed guidelines\" and calls for rejecting them as \"radical theories\" that \"eradicate distinctions between males and females.\" They argue the policies would \"create confusion, fear and emotional trauma\" and \"undermine[] a parent’s role and authority,\" which is clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "gender identity", "transgender students", "family values", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91621", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very strongly oppose for the health of the child and family", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Very strongly oppose\" and \"Do not pass this education legislation.\" They argue the policy would \"confuse a child concerning their gender\" and cause an \"identity crisis,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["gender identity", "parental rights", "student wellbeing", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91622", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I STRONGLY OPPOSE\" and \"I oppose your proposed guidelines.\" They argue the policies would \"create confusion, fear and emotional trauma\" and \"undermine[] a parent’s role and authority,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "gender identity", "family values", "student mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91623", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.94, "stance_rationale": "The commenter rejects government/school involvement in transgender-related decisions, saying it is a \"private decision\" and should not be \"forced on by the Gv't. or school board.\" This indicates opposition to the proposed policies being adopted or imposed in schools.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91624", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose,\" which directly states their position on the regulation. The phrase \"it's indoctrinating all children\" indicates they believe the policy should not be adopted.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91625", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly and enthusiastically support this guidance\" and argues it \"should absolutely be enacted state-wide.\" The comment also defends the policy as \"grounded in sound science,\" indicating clear approval rather than any request to weaken or reject it.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "science", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91626", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY Support!\" and argues that the policies help create \"a safe and supportive school environment.\" They also endorse the underlying rationale by stating \"The science supports transgender identities.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91627", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!", "truncated": false, "stance": "unknown", "stance_confidence": 0.95, "stance_rationale": "The comment does not provide a substantive opinion on the regulation itself. \"Lord come in the rapture!\" is a धार्मिक/expressive statement and does not clearly indicate support or opposition to the proposed policies.", "tone": "unclear", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91628", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Listen to science (Dr. Paul McHugh and Dr. Michelle Cretella) ignore Democrats", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says to \"oppose the Democrat's pathway to new legislation\" and urges, \"don't let these policies be adopted in any form.\" They repeatedly criticize the proposed \"Model Policies\" as \"disgusting\" and a \"disregard of science,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "student privacy", "school choice"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91629", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Women and Girls!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"deeply disturbed by this proposal\" and argues it will \"harm young girls and women,\" undermine parents, and create safety risks. They ask policymakers to \"consider the damage these policies will do,\" which clearly indicates opposition to adoption.", "tone": "negative", "tags": ["parental rights", "bathroom access", "student privacy", "student safety", "women and girls"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91630", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose these policy changes.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose these policy changes,\" which directly states opposition to the regulation. The rest of the comment argues that the policies \"pretend biology does not exist\" and calls them \"nonsense,\" reinforcing rejection of the proposed transgender student guidance.", "tone": "negative", "tags": ["transgender students", "biology", "feminism", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91631", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Object", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Object\" and argues the guidelines should not be adopted, calling them \"anti-science and anti-biology\" and \"tantamount to child abuse.\" They object to transgender students using girls' facilities and to schools not informing parents, indicating clear opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "bathroom access", "privacy", "parental rights", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91632", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly object", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly object\" and argues the policy would expose students to \"intimate parts of the opposite sex\" in locker rooms. They call the policy \"perverse\" and frame it as causing \"sexual trauma,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["locker rooms", "privacy", "student safety", "bathroom access", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91633", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The dying educational system", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying they \"do not and will not accept this type of education\" and that they will not allow their children to be in a school system that teaches it. The comment repeatedly characterizes the guidance as \"brainwash[ing]\" children and promoting \"false ideology,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "gender identity", "parental rights", "education curriculum", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91634", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to this confusion", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Opposed to this confusion\" and argues that \"there are only two genders,\" rejecting the policy's premise. They also say \"Please do not exploit them,\" indicating they do not want the regulation adopted.", "tone": "negative", "tags": ["gender identity", "religious freedom", "LGBTQ+ inclusion", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91635", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support these model policies for transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these model policies for transgender students,\" which directly endorses adoption. The phrase \"Equal is equal\" reinforces approval of the policy's nondiscrimination intent.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "nondiscrimination", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91636", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stongly Object", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Please reconsider this policy\" and argues that it \"goes well beyond protection,\" indicating opposition to adoption. They object that it \"undermines the role of parents\" and forces people with \"faith-based disagreements\" to affirm something against conscience, while still supporting safety from harassment in general.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "privacy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91637", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No way, Virgina!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy with \"There is no way the state of Virginia should trump parents' rights\". They also object to officials discussing \"private information with children without their parents knowledge or permission,\" indicating opposition to the regulation's approach to student privacy and parental notification.", "tone": "negative", "tags": ["parental rights", "privacy", "student confidentiality", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91638", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very Concerned", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says the policy \"puts a wedge between parents and their children\" and is \"very concerned about giving school administrators directives to hide information\" from parents. They explicitly argue the bill should better reflect \"the essential role of parents,\" indicating opposition to the regulation as written.", "tone": "negative", "tags": ["parental rights", "privacy", "preferred pronouns", "preferred names", "school notification"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91639", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!! BOYS DO NOT BELONG IN GIRLS BATHROOMS/LOCKER ROOMS!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and repeatedly rejects the policy, especially on bathroom and locker room access: \"boys do not belong in girls bathrooms/locker rooms\" and \"I STRONGLY OPPOSE!!!\" They argue the regulation would let \"boys just walk in to a girls bathroom or locker room\" and frame it as a safety threat.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91640", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT as a former student", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and asks, \"Please, please adopt these policies.\" They also describe the policies as \"evidence-based\" and \"life-saving,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91641", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly object\" and argues against a key part of the policy by stating, \"Boys do not need to be in girls bathrooms!\" This indicates clear opposition to the regulation's transgender student accommodations, especially bathroom access.", "tone": "negative", "tags": ["bathroom access", "transgender students", "privacy", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91642", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE your filthy perversions", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We The People demand you withdraw this\" and calls the policy a \"filthy, insane, demonic perversion,\" which clearly indicates opposition to adoption. The comment does not offer policy concerns or suggested revisions; it is a direct rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "religious objections", "harassment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91643", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Terrible idea", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy as a \"Terrible idea\" and argues that transgender identity is a \"mental issue\" that should be treated as a \"mental disorder\" with \"cognitive therapy\" instead of being normalized. This indicates opposition to adopting the regulation as written.", "tone": "negative", "tags": ["mental health", "transgender students", "opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91644", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools)", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they \"Strongly, strongly object\" to the policies and frames them as \"transgender promotion\" in schools. They also argue the policies would violate \"bodily privacy and safety\" and insist that \"gender discussions are in the role of the parent, not the school system,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "student safety", "LGBTQ+ inclusion", "sex education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91646", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support this legislation", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support this legislation\" and endorses the policy by stating that transgender and non-binary students \"need to be treated with dignity, fairness and compassion.\" They also say their needs \"must be attended to as provided in the VDOE Model Policy,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student dignity", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91647", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender recognition and bathrooms", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks, \"Please do not contribute to the perversion of our country by making transgender recognition mandatory publicly,\" which clearly rejects the proposed policies. The statement that it is \"an outrage\" and \"very offensive\" further shows opposition rather than support or neutrality.", "tone": "negative", "tags": ["transgender recognition", "bathroom access", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91648", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender recognition", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly OPPOSE transgender recognition,\" which is a clear rejection of the proposed policies. The rest of the comment argues that recognition \"only contributes to confusion, depression, anxiety and often suicide,\" reinforcing opposition to adoption.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "mental health", "transgender recognition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91649", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Strongly Oppose...", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Strongly Oppose\" and objects to \"many aspects of the new Guidance Document.\" They argue against teacher involvement, against concealing a student's gender identity from parents, and against bathroom/locker room access for transgender students, indicating rejection of the policy.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "transgender students", "school safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91650", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues against teaching children that they can \"be\" any gender or sexual orientation. The final sentence, \"Just let children be children,\" indicates rejection of the policy's transgender-related guidance.", "tone": "negative", "tags": ["gender identity", "sexual orientation", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91651", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Education of Our Students Needs to Be On Core Subjects", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says that \"Teaching about the transgender lifestyle or other lifestyles has no place in our schools\" and urges the educational system to \"step back and refocus on scholastics.\" This indicates opposition to the proposed transgender student policies and any related school guidance.", "tone": "negative", "tags": ["transgender students", "curriculum", "parental concerns", "school priorities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91652", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Changes in Education", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy, asking \"Do we really need this?\" and ending with \"No.\" They also describe it as a \"misguided culture war missile,\" indicating opposition to adoption of the transgender student policies.", "tone": "negative", "tags": ["transgender students", "culture war", "evidence", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91653", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No on transgender changes, please focus on openning the schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"No on transgender changes\" and calls the policy \"unnecessary and maybe harmful legislation.\" They also ask officials to \"focus on re-opening schools instead,\" indicating opposition to adopting this regulation.", "tone": "negative", "tags": ["transgender policies", "school reopening", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91654", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Revision to Proposed Transgender policy", "truncated": true, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says there are \"sections that infringe on the sovereignty of families and religious freedoms\" and repeatedly argues the policy \"must be revised\" to require parent notification and consent. Although they support the anti-bullying protections, the overall thrust is to weaken key transgender-privacy and identification provisions, which indicates opposition to the regulation as proposed.", "tone": "mixed", "tags": ["parental rights", "privacy", "religious freedom", "LGBTQ+ inclusion", "student records"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91655", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stuck on Stupid", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the premise of the policy, stating that \"Males are males, females are females\" and dismissing any contrary view as impossible. Calling Virginia \"stuck on stupid\" indicates clear opposition to adopting the transgender student policies.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91656", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly OPPOSE transgender recognition,\" which is a clear rejection of the proposed policies. The statement argues the policies would \"contribute to confusion, depression, anxiety and often suicide,\" indicating opposition rather than a request for modification.", "tone": "negative", "tags": ["transgender recognition", "mental health", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91657", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stick to the basics", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says that adding these topics \"will only take time away\" from core subjects and that such topics \"belongs at home and should be taught by the parents,\" which clearly rejects the regulation. Referring to transgender-related content as \"endorsing special interest groups\" also signals opposition to the policy.", "tone": "negative", "tags": ["curriculum", "parental rights", "LGBTQ+ inclusion", "instructional time"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91658", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "LGTBQ Guidelines for Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose !!!\" and rejects the policy's premise with statements like \"Once a male ALWAYS a male\" and \"Once a female ALWAYS a female.\" The phrase \"Quit abusing children and don't mutilate them\" shows clear opposition to the transgender student guidance.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91659", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose- disregards privacy and safety of girls and erases achievement of female athletes", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Oppose\" and argues the policy \"disregards privacy and safety of girls\" and \"discriminates against female student athletes.\" They object to shared bathrooms/changing rooms and to transgender girls competing in girls' sports, indicating they want the regulation rejected.", "tone": "negative", "tags": ["privacy", "student safety", "bathroom access", "school sports", "female athletes"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91660", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and objects to the policy because it offers \"No protection for teachers, families and students with Biblical beliefs.\" This indicates rejection of the regulation on religious-freedom grounds rather than support for adoption.", "tone": "negative", "tags": ["religious freedom", "parental rights", "teacher rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91661", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender school policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policy \"government over reach\" and says it \"contradicts natural law\" and \"goes against\" basic understandings of boys and girls. The question \"Can't we love children... without destroying all else?\" frames the policy as harmful and indicates opposition to adoption.", "tone": "negative", "tags": ["transgender students", "government overreach", "parental rights", "teacher compliance", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91662", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly oppose\" twice, which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the position itself is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91663", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose transgender guidance in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I oppose school interference in transgender matters\" and argues against the guidance by saying it makes \"sexual identity the prominent issue in school\". They also raise objections about religious beliefs and claim schools should focus on \"traditional subject matter\" instead of \"political issues,\" indicating opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "religious freedom", "parental rights", "school curriculum", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91664", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support Model School Policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the model school policy for the treatment of transgender students in Virginia's public schools.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91665", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these model policies for the treatment of transgender students.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91666", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I oppose school interference in transgender matters,\" which rejects the policy. They also object to shared facilities and sports participation, saying they do not want \"my girl in the same change lock room\" with transgender students or to see them in \"sport competitions.\"", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "school sports", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91667", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues that the policy is \"confusing our children\" and \"SCIENCE DENIERS,\" indicating rejection of the regulation. The phrase \"Pretending isn't science!\" further shows opposition to the transgender student guidance.", "tone": "negative", "tags": ["transgender students", "science", "education policy", "student identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91668", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy in public schools.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed to this legislation.\" They also argue it is \"unfair to the other students\" and would \"expose them and put them at risk,\" indicating rejection of the policy.", "tone": "negative", "tags": ["transgender policy", "student safety", "fairness", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91669", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender bills that are not rooted in classical genetics are flawed at the core.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly argues that enshrining transgender-related policies is \"so far off base as to be abusive\" and says it is \"tantamount to the promotion of child abuse by the state.\" They also object to limiting \"parental input in decision-making for minors,\" indicating clear opposition to the proposed policies.", "tone": "negative", "tags": ["transgender policies", "parental rights", "minors", "student privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91670", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose this strongly on both moral and religious grounds!!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this strongly\" and states the policy is \"contrary to our belief as Christians and our moral belief.\" This is a clear rejection of the proposed regulation on moral and religious grounds.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91671", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose ..schools teaching.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this\" and argues that \"the government needs to stay out of this,\" indicating rejection of the proposed policies. The reference to parents handling the topic instead of schools further shows opposition to adoption in public schools.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91672", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "ABSOLUTELY STRONGLY OPPOSE Model Policy for the treatment of Transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"ABSOLUTELY STRONGLY OPPOSE\" and repeatedly condemns the policy as \"deceptive,\" \"absolutely wrong,\" and \"total stupidity.\" They argue it will \"encourage more assault\" and object to transgender boys in girls' locker rooms, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "student safety", "bathroom access", "LGBTQ+ inclusion", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91673", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and describes the policy as \"an excellent way to ensure everyone is treated in a consistent manner.\" This clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["transgender students", "nondiscrimination", "equal treatment", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91674", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses adoption of the regulation. The title also says \"Support,\" reinforcing the same position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91675", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose this bill!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose this bill\" and argues that \"we do not need government dictating policy\" in this area. They also warn it could \"have an adverse impact\" and say legislators supporting it \"should be ashamed\" and voted out, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91676", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose Transgender Education Programs in Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose any laws or policies\" and \"My opposition applies not only to transgenderism\". They also state they would \"remove my children from the public schools if this is enacted,\" indicating clear rejection of the proposed policies.", "tone": "negative", "tags": ["parental rights", "transgender students", "school authority", "sexuality education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91677", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Public education that presents false or immoral guidelines to children is subject to prosecution.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly demands \"the removal of homosexual, lesbian... materials from our schools\" and threatens \"legal action\" if they are not removed. This is a clear rejection of the proposed transgender student policies and the broader inclusion framework they describe as \"false or immoral guidelines.\"", "tone": "negative", "tags": ["LGBTQ+ inclusion", "religious freedom", "parental rights", "school curriculum", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91678", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Strongly Oppose\" and argues that \"the government and socially conscious educators need to stay out of the business of parenting other people's children,\" which rejects the proposed transgender student policies. The comment frames the regulation as an improper distraction from academics rather than supporting adoption with changes.", "tone": "negative", "tags": ["parental rights", "school policy", "curriculum priorities", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91679", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly says, \"Oppose\" and adds, \"We do not need a special mandate for this,\" which indicates rejection of the proposed policy. The phrase suggests they do not want the regulation adopted.", "tone": "negative", "tags": ["transgender students", "mandate", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91680", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "These draft policies undercut parents’ involvement in the life of their children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly argues the policy \"goes way beyond prevention\" and \"crosses the line\" into harmful ideology, and repeatedly criticizes provisions on curriculum, pronouns, and parental notification. They frame the draft as undermining \"parents’ involvement\" and say it should not be implemented as written.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "curriculum", "privacy", "child welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91681", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and describes the policy as \"a life-saving measure\" that should be \"a no-brainer.\" They also endorse the goal of allowing everyone to attend school \"safely and without fear,\" which aligns with adoption of the regulation.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91682", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I am against the transgender policies.  It jeopardize the bodily privacy and safety of our children.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am against the transgender policies\" and argues they \"should not be competing together\" and that women’s sports should not be \"destroyed.\" The comment frames the policies as a threat to \"bodily privacy and safety\" and urges doing \"the right thing for the women & girls,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["privacy", "student safety", "school sports", "bathroom access", "women's rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91683", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"STRONGLY OPPOSE!!\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91684", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender promotion/transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am against this effort,\" indicating opposition to the proposed transgender student policies. They also argue the policy would \"jeopardize the bodily privacy and safety of our children\" and call it \"very dangerous ground,\" which reinforces a clear rejection of adoption.", "tone": "negative", "tags": ["privacy", "student safety", "parental rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91685", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states \"Strongly opposed,\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91686", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed changes\" and urges officials \"to not adopt these proposed measures.\" They also argue the policy would interfere with parents and is \"completely anti-science,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "science", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91687", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE VDOE DICTATES", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE VDOE DICTATES\" and repeatedly argues the policy is \"an attempt to bully, coerce and rob loving parents of their rights.\" They also call it \"insanity\" and \"mental child abuse,\" clearly rejecting adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "gender identity", "student discipline", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91688", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly OPPOSE Transgender Policy\" and urges officials to \"stop the transgender nonsense.\" They also argue it is \"not the business of the Department of Education or local school boards,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender policy", "education policy", "taxpayer spending", "school priorities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91689", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Educator in Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these model policies\" and \"look forward to all local school boards developing and adopting policies\" based on them. The comment repeatedly praises the policies as \"well-researched and thoughtfully formulated\" and endorses their goal of protecting transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91690", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I am not in agreement with the transgender policy\" and asks, \"Please don't force this on all students,\" which indicates opposition to adoption. The mention of privacy and biology is used to argue against the policy rather than to suggest support or a neutral clarification.", "tone": "negative", "tags": ["privacy", "biology", "parental rights", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91691", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose Transgender policy", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the VDOE’s proposed guidelines\" and the title reads \"Strongly oppose Transgender policy.\" The body repeatedly argues the policies are \"totally unworkable\" and lists objections to pronouns, privacy, bathrooms, parental notification, and religious accommodations.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91692", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and repeatedly states \"I do not approve\" of the proposed guidelines. The body argues the policies are \"totally unworkable\" and lists objections to pronouns, privacy, bathrooms, parental notification, and religious conscience accommodations.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91693", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose Transgender policy in our schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Strongly oppose Transgender policy as currently proposed in our schools,\" which clearly rejects adoption of the regulation. The follow-up about protecting \"the rights and privacy of ALL students\" does not change the overall opposition to the proposed policy.", "tone": "negative", "tags": ["transgender policy", "privacy", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91694", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender school policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed to the proposed 'transgender' policies,\" which directly rejects the regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91695", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed changes\" and \"I urge you to not adopt these proposed measures.\" They also argue the policy would interfere with parents and is \"completely anti-science,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender policy", "science", "privacy", "school communications"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91696", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose this regulation.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose this regulation\" and calls it \"an attack on the family\" and \"an assault on children.\" They also say it \"should be completely opposed by every elected official,\" leaving no ambiguity about their position.", "tone": "negative", "tags": ["parental rights", "first amendment", "transgender students", "school policy", "science"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91697", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support: All kids should be made to feel welcome", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this initiative\" and frames the policy as helping children feel \"welcomed in society.\" They also endorse exposure to difference in schools, indicating approval of the regulation's purpose and approach.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student belonging", "anti-discrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91698", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE government mandated sexual policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and asks to \"protect our children from government mandates,\" indicating rejection of the proposed policies. The phrase \"force sexuality on students\" shows opposition to the regulation's treatment of transgender students.", "tone": "negative", "tags": ["transgender students", "government mandates", "parental rights", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91699", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues against gender-affirming treatment for minors, stating \"No hormones to young children\" and opposing puberty suppression. The appeal to protecting children and references to \"life-threatening consequences\" indicate rejection of the proposed policies.", "tone": "negative", "tags": ["transgender students", "youth medical treatment", "parental rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91700", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose this policy.  It puts our girls at great risk!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the transgender policy!\" and argues it \"puts our girls at great risk.\" They also object to bathroom/locker room access and sports participation for transgender students, indicating rejection of the policy's core provisions.", "tone": "negative", "tags": ["transgender students", "bathroom access", "school sports", "student safety", "women's rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91701", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "PURE EVIL", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter repeatedly condemns the proposed policies as a \"monstrous overreach,\" \"PURE EVIL,\" and tells officials to \"Stop deluding our children!\" They explicitly argue schools should not be \"encouraging castration and sterilization of children\" and say they want their children out of public school, indicating clear opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "student privacy", "medical harm", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91702", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely  oppose. .", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Absolutely oppose\" and repeatedly asks to \"not implement this\" and \"reconsider\" the policy. They also argue it will harm children and undermine \"parent's rights,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "student safety", "mental health", "transgender students", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91703", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues the VDOE has \"gone far beyond the path the General Assembly prescribed.\" They reject the policies on privacy, parental rights, and gender identity grounds, stating schools should not accommodate \"irreversible 'gender transitions'\" and that the regulations \"infringe the First Amendment rights of parents.\"", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91704", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Read the science, we are born male or female and, male genitals don't belong in female bathrooms", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"Boys by birth do not belong in girl's bathrooms, locker rooms, shelters\" and that \"This policy puts the proverbial fox in the chicken coop.\" The comment argues the regulation would create danger and inappropriate access, indicating clear opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "sex-specific facilities", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91705", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Dont jeopardize the bodily privacy and safety of our children.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying officials have \"no public mandate to enforce gender promotion\" in schools. The title and body frame the regulation as a threat to \"bodily privacy and safety,\" indicating opposition to adoption.", "tone": "negative", "tags": ["bodily privacy", "student safety", "gender identity", "public schools", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91706", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose forced implementation of transgender policy in public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose implementing\" the policy and calls it a \"so-called transgender school policy for all of our K-12, public schools.\" They argue it \"jeopardizes the bodily privacy and safety of our children,\" indicating rejection of the regulation rather than support or neutrality.", "tone": "negative", "tags": ["privacy", "student safety", "parental rights", "transgender policy", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91707", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender school policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter expresses alarm about the policy, asking, \"What are you DOING to our innocent children?!\" This framing indicates opposition to the transgender student policy rather than support or a neutral inquiry.", "tone": "negative", "tags": ["transgender students", "student safety", "parental concerns", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91708", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed to this policy being implemented in our schools.\" They also object to shared facilities by stating that \"girls should only be in girls locker rooms and boys should only be in boys locker rooms,\" indicating rejection of the policy's transgender student provisions.", "tone": "negative", "tags": ["bathroom access", "school sports", "privacy", "transgender students", "sex-specific facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91709", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly oppose....\" which directly indicates rejection of the proposed regulation. No supporting reasons are provided, but the position is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91710", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Support\" and argues that having a policy is \"the right step\" to help educators and support staff work with transgender and gender non-conforming students. They say that without such a policy, children may experience psychological harm, shame, and self-harm, indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "bullying prevention", "supportive school environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "91711", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose: Orwellian Policy Masquerading under the Guise of Inclusion.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly Oppose\" and repeatedly argues against the policy, calling it \"Orwellian\" and saying it \"threatens and undermines girls\" and \"trumps parental and family rights.\" The comment clearly rejects the regulation rather than requesting changes or offering neutral input.", "tone": "negative", "tags": ["parental rights", "women's rights", "LGBTQ+ inclusion", "privacy", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92637", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia's Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I totally oppose the Model Policies\" and argues they are \"harmful to children\" and \"undermine the rights of parents and families.\" The rest of the comment reinforces rejection by disputing the premise of the policies rather than supporting them with modifications.", "tone": "negative", "tags": ["parental rights", "gender identity", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92638", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender in Schools Bill", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying officials do not have a mandate to \"enforce gender promotion\" in schools. They also argue it would \"jeopardize the bodily privacy and safety of our children,\" which indicates opposition to adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92639", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose this Strongly", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Oppose this Strongly\" and asks, \"Please do not move down this path,\" which clearly rejects the proposed policies. They argue it would \"usurp[] parent’s responsibilities\" and be \"damaging to children,\" indicating opposition to adoption.", "tone": "negative", "tags": ["parental rights", "student safety", "family autonomy", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92640", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the guidance to School Boards to draft model policies for transgender and non-binary youth.\" This is a clear endorsement of adopting the regulation, not a request to weaken or reject it.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy", "non-binary youth"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92641", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and repeats approval with \"I am proud to support this guidance.\" They also endorse the policy goals, citing the need for \"safe and supportive schools\" and equal educational rights for transgender and nonbinary youth.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "equal access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92642", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose...STOP TAKING AWAY PARENT’S RIGHTS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this bill\" and frames the policy as \"STOP TAKING AWAY PARENT’S RIGHTS.\" They argue parents should be informed of \"any and all discussions\" about a child's gender identity at school, indicating rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["parental rights", "gender identity", "student privacy", "school notification"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92643", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses the proposed regulation. No qualifications or objections are included.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92644", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and urges lawmakers \"NOT TO PASS this law.\" They argue the policy would \"cause children insurmountable grief, confusion and anxiety\" and object to the idea that there is anything other than \"Male or Female.\"", "tone": "negative", "tags": ["transgender students", "parental rights", "child welfare", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92645", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE Child Transgender Policies - Awful, Ridiculous, No Support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy in the title, calling it \"Awful, Ridiculous, No Support.\" They argue the regulation would \"take parental involvement\" away from children’s education and lives, which indicates opposition to adoption.", "tone": "negative", "tags": ["parental rights", "transgender students", "public education", "family involvement"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92646", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the comment \"Oppose\" and asks to \"create a policy that doesn't seek to incorporate a few while disrespecting the majority,\" indicating rejection of the proposed transgender student policies. The reference to \"parental authority\" suggests disagreement with the regulation's approach to handling gender dysphoria in schools.", "tone": "negative", "tags": ["parental rights", "transgender students", "gender dysphoria", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92647", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I STRONGLY OPPOSE this bill\" and repeatedly argues against adoption of the policy. They call it a threat to \"parental rights,\" \"girls sports,\" and \"bathrooms and locker rooms,\" and ask the state to reconsider what they describe as a \"horrendous decision.\"", "tone": "negative", "tags": ["parental rights", "girls sports", "bathroom access", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92648", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to Policy as Detrimental to Educational Mission", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says the policy \"goes well beyond the school system's educational scope\" and \"actively promotes undermining parental involvement,\" concluding that it \"is not in the best interest of any child.\" Although they begin with support for treating people with compassion, the overall thrust is opposition to the proposed policies.", "tone": "negative", "tags": ["parental rights", "education scope", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92649", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE!\" and repeatedly urges rejection of the policy, ending with \"Please oppose this insanity!\" They frame the regulation as harmful, citing concerns about \"boys in girls locker rooms,\" \"boys playing on girls sports team,\" and \"parental rights tossed to the wayside.\"", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92650", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"OPPOSE\" and argues that the policy is outside VDOE's proper role, asking \"Who gave the board authority to provide medical guidance?\" They say it \"weakens the mission of the Department of Education\" and urge VDOE to \"get back to their lane,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["scope of authority", "medical guidance", "education policy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92651", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this policy\" and argues it will \"fuel confusion\" and be \"invasiv[e].\" They object to \"allowing those of the opposite sex into areas\" like \"restrooms and locker rooms\" and say it should not be \"forcefully fed to our youth.\"", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92652", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this transgender policy\" and asks, \"Let's not bring our children into deception and confusion,\" which clearly rejects adoption of the regulation. The rest of the comment frames the objection in religious terms, arguing the policy conflicts with biblical teaching and gender as \"male and female.\"", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "parental rights", "student identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92653", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I’m proud to support this guidance\" and argues it would help schools \"provide a safe and inclusive educational experience for all students.\" The comment endorses the policy as a way to better support transgender and LGBT youth.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive education", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92654", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they give their \"full support towards the proposal\" and title the comment \"Strongly support.\" They also praise the policy for \"caring about our LGBTQ+ youth\" and say \"Let's love and support our children for who they are,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "gender equality"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92655", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the guidance in this document\" and endorses it as \"all inclusive\" and \"aggressively inclusive.\" The rest of the comment reinforces approval by emphasizing that \"Every child counts\" and should be honored.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student dignity", "inclusive policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92656", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues the policies will \"confuse ALL of our children\" and \"enable\" rather than help them. They also ask policymakers to \"pause\" and not \"comply to these policies,\" which clearly indicates rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "mental health", "parental rights", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92657", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposition to Model Policies for the Treatment of Transgender Students in Virginia Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the proposed Model Policies\" and urges the government to \"reject the proposal.\" They also argue the policies are harmful, unnecessary, and that they \"inappropriately erode parents' rights,\" which reinforces opposition rather than a request for modification.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "bullying prevention", "student privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92658", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"oppose\" and argues against the policy, saying it is a \"hardship for a teacher\" and that the rules threaten \"girls right to privacy.\" They also state that the public \"DOES NOT SUPPORT\" the agenda, indicating rejection of the regulation rather than support or neutrality.", "tone": "negative", "tags": ["pronouns", "privacy", "bathroom access", "locker rooms", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92659", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they are in \"strong opposition\" to the proposed guidelines and argues they are based on \"radical theories\" and \"Marxist ideology.\" This is a clear rejection of the regulation rather than a request for changes or neutral feedback.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "ideology"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92660", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the VDOE draft Transgender Policy,\" which is a clear rejection of the regulation. The rest of the comment does not soften that position; it adds a general statement about respectful treatment but then says, \"Stop the globalist influence and corruption of our children,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender policy", "LGBTQ+ inclusion", "parental rights", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92661", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this legislation\" and adds that \"we need gender affirming policies in our schools to protect all children.\" This is a clear endorsement of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "gender-affirming care"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92662", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly Support\" and \"I support this policy with full conviction and enthusiasm.\" They also argue that the policy is needed because \"All students deserve a safe learning environment\" and that \"This policy is way overdue,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92663", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this legislation\" and adds that \"it is very important,\" which clearly endorses adoption of the regulation. There is no opposing language or ambiguity.", "tone": "positive", "tags": ["transgender students", "nondiscrimination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92664", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I'm honored to support this guidance\" and argues it would help schools provide \"a safe and inclusive educational experience for all students.\" They further endorse the policy on moral grounds, saying schools should honor every child's value \"regardless of gender identity or sexual orientation.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "religious support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92665", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Significant revisions/corrections needed", "truncated": true, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly urges the Department of Education to make \"significant revisions\" and says the draft policies are \"deeply flawed.\" Although they endorse the general goal of a safe environment, the substance of the comment argues against the policies as written and seeks major weakening or changes to transgender protections.", "tone": "negative", "tags": ["transgender students", "parental rights", "privacy", "bathroom access", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92666", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Oppose\" and says they would \"home school my children before I allow my children to be around this.\" They reject the policy as harmful, calling it \"mentally unstable,\" objecting to \"parents rights\" being removed, and proposing separate facilities instead of inclusion.", "tone": "negative", "tags": ["parental rights", "religious freedom", "bathroom access", "school facilities", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92667", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" and argues the policy would allow \"boys in girls locker rooms and bathrooms,\" which they say endangers girls. They also call the legislation \"completely lacking in common sense\" and ask to \"Stop pandering\" and \"start protecting our children,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "sex-specific facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92668", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I provide my strongest support for this policy\" and repeatedly defends the policy’s purpose. They argue that concerns about pronouns and accommodations are minor and that \"LGBTQ+ individuals should not be punished,\" which clearly indicates approval of adoption.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "pronouns", "bathroom access", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92669", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"strongly support\" and argues that children \"deserve policies that provide them the protection to be who they are.\" This clearly endorses adopting the proposed transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92670", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!!  These are NOT YOUR CHILDREN", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE!!!\" and repeatedly urges officials \"not to pass it.\" They argue the policy violates \"parental rights,\" conflicts with their Christian beliefs, and object to restroom access and reporting provisions as harmful.", "tone": "negative", "tags": ["parental rights", "religious freedom", "bathroom access", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92671", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose this policy,\" which directly states opposition to adoption. They also object to \"the opposite sex comes in to the locker room\" and ask not to \"take the parents to court for their beliefs,\" indicating substantive resistance to the policy's transgender accommodations.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "religious freedom", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92672", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Education Reform", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines,\" which directly rejects the regulation. The rest of the comment criticizes the policy as \"radical theories\" that \"eradicate all distinctions between male and female\" and \"indoctrinate our school children,\" reinforcing opposition.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "parental rights", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92673", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this policy\" and argues it should not be handled by public schools. They frame it as an overreach into \"parental authority\" and say, \"Don't go down this bad policy road Virginia,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school policy", "lawsuits"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92674", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that \"Children need a safe place to be accepted fully as they are,\" which aligns with adopting the policy. The comment expresses approval of creating safety and acceptance for transgender students.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92675", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting reasons are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92676", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Education Reform Guidance Document", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I STRONGLY OPPOSE the proposed guidelines,\" which directly states opposition to adoption. They also argue the policy would \"eradicate all distinctions between male and female\" and \"put[] my children... at a disadvantage,\" reinforcing rejection of the regulation.", "tone": "negative", "tags": ["gender identity", "parental rights", "education policy", "student fairness"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92677", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "very strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"very strongly support\" and argues the policies should be guided by \"evidence based interventions and basic human rights.\" They describe the harms transgender students face when not respected in school, which supports adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92678", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Let's go with science and reality, not with your fantasy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the guidance, saying it \"ignores the science\" and that the document would require others to \"participate in their fantasy.\" The closing \"Enough!\" and the question about why they don't \"accept reality\" indicate clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "science", "school policy", "LGBTQ+ inclusion", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92679", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and states the policy \"goes against everything I believe.\" They also object on religious grounds, calling it \"abhorrent\" and saying it goes against \"His plan,\" which indicates rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "transgender students", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92680", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Opposed\" and argues that the policy will \"create confusion, chaos, fear and animosity.\" They also say transgender issues should be left to parents and that schools should not expose other children to this \"behavior or lifestyle,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student exposure", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92681", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this bill\" and argues against allowing \"members of the opposite sex to share locker rooms/bathrooms.\" They also urge alternatives like separate facilities and say, \"Don't punish the rest of the students,\" indicating rejection of the proposed policy.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "student safety", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92682", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says, \"Strongly oppose\" and \"I strongly disagree,\" indicating rejection of the proposed policies. The statement \"Doesn't sound safe for any of the children\" shows the basis for opposition is concern about student safety.", "tone": "negative", "tags": ["student safety", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92683", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "opposed transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I oppose the transgender policy\" and argues that \"we do not need to implement an entire policy for all students.\" They also say these decisions should be \"left with parents and family,\" indicating rejection of the proposed guidance as a school policy.", "tone": "negative", "tags": ["parental rights", "transgender policy", "bathroom access", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92684", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Full Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the comment \"Full Support\" and says they are \"excited for Virginia to be pursuing inclusive, thoughtful policies like this.\" They also praise the policy as \"evidence-based\" and beneficial for both transgender and cisgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "gender-neutral dress codes", "student inclusion", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92685", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues that the policy will \"further damage\" students and \"promote confusion amongst fellow students.\" This is a clear rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student mental health", "school climate", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92686", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE Transgender indoctrination/policies in our schools. Use Faculty bathrooms!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" the proposed transgender policies, indicating clear rejection of the regulation. The phrase \"Transgender indoctrination/policies in our schools\" further shows opposition to adoption rather than support for changes.", "tone": "negative", "tags": ["transgender policies", "school bathrooms", "faculty bathrooms", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92687", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and endorses creating models to \"better support trans and non-binary students.\" They also argue the policies are needed to make schools \"more inclusive\" and provide \"an important foundation of support.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92688", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support Protections for trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly Support the suggested policies supporting trans students\" and argues that trans students \"should be able to feel safe\" and be protected from \"bully[ing] and discrimination.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92689", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Strongly Oppose\" and argues the policy is \"not Biblical.\" The statement that \"Love does not condone sin\" indicates rejection of the regulation on religious grounds rather than support for adoption.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92690", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I am opposed to this in our schools,\" which directly rejects the proposed policies. The title \"Strongly Oppose\" reinforces that the commenter wants the regulation rejected.", "tone": "negative", "tags": ["transgender students", "public schools", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92691", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"OPPOSE\" and argues that VDOE should \"leave this up to the parents\" rather than address gender identity in schools. They say the policy is \"making this such a big deal\" and claim it could confuse children and lead to \"life-altering decision[s],\" which indicates rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student privacy", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92692", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly OPPOSE,\" which clearly indicates rejection of the proposed transgender student policies. No additional explanation is provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92693", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!!!!!!!!!!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposing this change\" and repeats \"Keep this out of our schools!\" They argue the policy is \"politically infused\" and that \"Transgender politics do not belong in our class rooms,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "public schools", "parental rights", "indoctrination", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92694", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The comment explicitly says \"Strongly OPPOSE,\" which directly states the writer's position against the regulation. The follow-up phrase, \"So sad that are kids can't be kids anymore,\" expresses disapproval of the policy's impact on children.", "tone": "negative", "tags": ["transgender students", "school policy", "children"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92695", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly OPPOSE\" and \"NO to boys in the girls locker rooms, and playing on girls sports teams,\" which rejects the policy. The comment also asks to \"Please oppose now!\" and frames the regulation as harmful \"brainwashing.\"", "tone": "negative", "tags": ["school sports", "bathroom access", "parental rights", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92696", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The comment explicitly says \"STRONGLY DISAGREE,\" which clearly indicates opposition to the proposed regulation. The added \"1111\" does not change the meaning and appears to be filler or emphasis.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92697", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Disagree", "truncated": false, "stance": "unknown", "stance_confidence": 0.12, "stance_rationale": "The comment only says \"Strongly Disagree\" without stating what aspect of the proposed regulation is being rejected or why. Because it lacks any substantive reference to the policy, it is too vague to confidently classify as support or oppose.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92698", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"STRONGLY OPPOSE!!!!\" and \"DO NOT DO THIS TO OUR KIDS!!,\" which clearly rejects the proposed transgender student policies. There is no indication of support or neutrality.", "tone": "negative", "tags": ["transgender students", "school policy", "parental concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92699", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Treatment of Transgender students in school polcy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the model policy of transgender rights in schools.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92700", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose !", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose !\" and repeats \"I strongly oppose this measure.\" They object to schools \"hide or subvert a minor student's mental health status from their parents / guardians\" and argue for parental consent and involvement, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "mental health", "gender dysphoria", "school counseling"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92701", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender is a social construct. Protect transgender students.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Protect transgender students,\" which directly endorses the regulation’s purpose. The statement \"Gender is a social construct\" provides ideological support for transgender inclusion rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92702", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the VDOE model policies\" and urges that \"these policies will be adopted throughout Virginia.\" The comment argues the policies will improve safety and wellbeing for transgender students, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92703", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE!!!!\" and calls the policy \"reprehensible.\" They argue it would \"circumvent parental rights\" and is \"confusing and harmful,\" which clearly indicates rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92704", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Teacher", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!!\" and repeatedly argues the policies have \"too many holes\" and are a \"major safety risk.\" They object to parents not being included, lack of protections for teachers and other students, and implementation in schools without informing parents.", "tone": "negative", "tags": ["parental rights", "student safety", "teacher protections", "privacy", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92705", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly Oppose\" and repeatedly argues the policy \"must not be put into effect.\" They describe it as \"absurdity\" and warn it will cause \"tension,\" \"confusion,\" and teachers/families leaving public schools.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "school records", "teacher retention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92706", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Oppose\" and argues the government should not \"take away the rights of parents\" or adopt the proposed policies. They object to bathroom, locker room, and overnight trip provisions, and say \"Encouraging students to question their gender is NOT the role of government,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "school trips", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92707", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support the Protection of Trans and Gender Non Conforming youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" the policy and argues that \"we need to do all we can to support and protect all of our kids.\" They also state that \"It is important to have policies in place to support and protect them,\" which clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "mental health", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92708", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT -- save teen lives", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and urges, \"Keep trans kids safe\" and calls the document \"a step in the right direction.\" They clearly want the policy adopted to protect transgender students and improve their school experience.", "tone": "positive", "tags": ["transgender students", "student safety", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92709", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposes!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose any legislation regarding transgender in public schools!\" This is a clear rejection of the proposed policies rather than a request for modification or clarification.", "tone": "negative", "tags": ["transgender students", "public schools", "opposition", "elections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92710", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policy for guidlines on transgendered students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I DO NOT approve of the proposed guidelines,\" which directly rejects the regulation. The rationale given—\"radical theories\" and claims that it would \"eradicate all distinctions between male and female\" and \"indoctrinate our school children\"—shows opposition to adoption.", "tone": "negative", "tags": ["transgender students", "gender identity", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92711", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY Oppose this!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this!\" and argues against \"letting young children decide which gender they want to be.\" They also claim the policy would put children in danger, indicating rejection of the regulation rather than support for it.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety", "bullying", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92712", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!\" and argues that the policy’s practices, such as using kids' \"correct pronouns and chosen name,\" will reduce bullying and improve mental health. The comment clearly endorses treating trans and gender non-conforming students affirmatively.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "pronouns", "student mental health", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92713", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to this proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We are adamantly opposed to this proposal\" and that it \"needs to be rejected.\" They argue it dismisses parental rights, hides issues from parents, and harms students and staff, which clearly indicates opposition to adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "LGBTQ+ inclusion", "student safety", "school administration"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92714", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "All of the Virginia school reform on the table regarding transgender and gender identity", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they are \"strongly opposed\" to \"ALL issues\" in the proposal and explicitly urges, \"DO NOT pass this legislation.\" They object to schools discussing gender identity and transgender topics with students.", "tone": "negative", "tags": ["transgender students", "gender identity", "parental rights", "public schools", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92715", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I absolutely support the protection of transgender and non-binary children in VA schools\" and praises the policy as promoting safety and inclusion. They frame the guidance as having \"NO impact on others\" while being important for children’s mental health and a compassionate society.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "inclusion", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92716", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and states that the document \"supports best policies for transgender and non-binary students.\" They also urge approval by saying it will \"put Virginia on the right side of history.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92717", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose, this should be a parental decision", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed to this proposal,\" which directly rejects adoption of the regulation. They also state that \"Sexuality and gender should be decided by the parents and family,\" indicating opposition to the policy's approach to transgender students.", "tone": "negative", "tags": ["parental rights", "transgender students", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92718", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I OPPOSE the legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I OPPOSE the legislation\" and argues it gives \"SPECIAL treatment\" and \"REMOVES the parental role in decision making.\" They ask to \"reconsider this\" and object to school procedures that would respect a student's asserted name/pronouns over parents' wishes.", "tone": "negative", "tags": ["parental rights", "transgender students", "pronouns", "school policy", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92719", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose. Not in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and \"Not in schools,\" indicating rejection of the proposed policies. The statement that \"this is between the kid and the parents\" further shows opposition to school involvement in transgender student policies.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92720", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support. Disappointed by the bigotry.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly Support\" and \"I support this policy with full conviction and enthusiasm.\" They also argue the policy is \"way overdue\" and emphasize that transgender and LGBTQ+ students deserve safety and respect.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92721", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed to proposed policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly opposed to proposed policy\" and concludes that the changes \"would be detrimental to the education of all students.\" They also argue the policy is an \"invasion of the privacy\" of cisgender students and raise objections about bathrooms, locker rooms, and athletics.", "tone": "negative", "tags": ["privacy", "bathroom access", "school sports", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92722", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE-pure evil", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and calls the proposal \"pure evil,\" stating it \"Has no place in our education system.\" This is a clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "education policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92723", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support- Support Saves Lives", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and argues that adults should \"listen and help kids become their best selves.\" They further state that \"Support saves kids lives,\" which clearly endorses the proposed transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "suicide prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92724", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose ALL Transgender HB 145 and SB 161 Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose ALL Transgender Policies being imposed on children in school,\" which is a clear rejection of the proposed regulation. The title also reinforces this with \"Strongly Oppose ALL Transgender HB 145 and SB 161 Policies.\"", "tone": "negative", "tags": ["transgender policies", "public schools", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92725", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose this ungodly and idiotic legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of their proposed guidelines\" and calls the policy \"ungodly and idiotic legislation.\" They also object to the guidance as \"radical theories\" that \"eradicate all distinctions between male and female,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "religious freedom", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92726", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly writes \"Oppose transgender bathroom use,\" which directly rejects a key part of the proposed policies. The reference to \"God made M/F\" also signals opposition to transgender accommodations in schools.", "tone": "negative", "tags": ["bathroom access", "religious freedom", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92727", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely No!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy, writing \"No, absolutely no to this!\" and framing the proposal as unacceptable. The rhetorical questions about \"children\" and \"where is the line?\" indicate opposition to adopting the regulation.", "tone": "negative", "tags": ["transgender students", "parental concerns", "student privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92728", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose!!\" and argues the policy should not proceed because it should be \"up to the parent/ parents.\" They also object to \"a male enter[ing] their locker room or bathroom,\" indicating rejection of the transgender student policy on privacy and facility-access grounds.", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92729", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this legislation,\" which directly states opposition to the regulation. The additional language about \"promoting gender confusion\" and \"undermining parents\" reinforces that they want it rejected rather than adopted.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92730", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose these guidelines for treating transgender children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose these guidelines\" and concludes they \"should not be adopted.\" They also argue the policies are \"radical and dangerous\" and object to bathroom/locker room access and gender-related school handling, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "bathroom access", "gender identity", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92731", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with \"Absolutely not!\" and argues against allowing transgender students to use facilities matching their gender identity. They say \"My daughter will not be made to share the bathroom/locker room with a male\" and warn the policy is \"asking for trouble,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "privacy", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92732", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose ALL Transgender Policies In School: House Bill 145 and Senate Bill 161 Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Strongly Oppose ALL Transgender Policies being Infiltered into our schools,\" which clearly rejects the proposed policies. The title also reinforces this position: \"Strongly Oppose ALL Transgender Policies In School.\"", "tone": "negative", "tags": ["transgender policies", "public schools", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92733", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"oppose\" and cites concerns about \"lack of parental involvement\" and \"lack of rights for cisgender safety.\" The request to \"make proposal safe for all students\" indicates they want the regulation changed or rejected in its current form.", "tone": "negative", "tags": ["parental rights", "student safety", "cisgender students", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92734", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Fully support,\" which directly endorses the proposed transgender student policies. The added phrase \"deeply dissapointed in those who don't\" reinforces approval of adoption rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92735", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this measure,\" which directly indicates opposition to adoption. The statement \"Not appropriate for this to be handled at school\" reinforces that they do not want the policy implemented in schools.", "tone": "negative", "tags": ["opposition", "school policy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92736", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly support!\" which directly endorses the proposed regulation. There is no qualifying language or criticism suggesting any opposition or neutrality.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92125", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONG SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"WE FULLY SUPPORT the ‘Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools.’\" They also praise the policies as \"critical,\" \"necessary,\" and \"essential\" for student well-being, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "equity", "privacy", "supportive school environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92126", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSED!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSED!!!\" and states the policy \"should not be enforced EVER,\" which clearly rejects adoption of the regulation. No supporting or neutral language appears.", "tone": "negative", "tags": ["transgender students", "policy opposition", "school guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92127", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and urges, \"Stop using our children as pawns to advance a progressive and misguided agenda,\" which clearly rejects the proposed policies. The language targets the regulation itself rather than asking for clarification or offering neutral input.", "tone": "negative", "tags": ["transgender students", "parental rights", "LGBTQ+ inclusion", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92128", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided by the VDOE\" and urges VDOE to \"do the right thing, lead the way, and protect our kids.\" The comment advocates adoption of the guidance to protect transgender students from bullying and discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92129", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT!  School should be a safe place!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT!\" and argues that \"School should be a safe place for all,\" indicating approval of the proposed policies. The reference to transgender kids being bullied shows support for protections for transgender students.", "tone": "positive", "tags": ["student safety", "bullying prevention", "LGBTQ+ inclusion", "safe schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92130", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Advise against this!", "truncated": false, "stance": "unknown", "stance_confidence": 0.95, "stance_rationale": "The comment is incomplete and unintelligible: \"So does this mean a dog can\" does not clearly express support or opposition to the proposed policy. It appears to be a truncated or off-topic remark rather than a substantive position on the regulation.", "tone": "unclear", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92131", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppoose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly Oppoose\" and argues against \"enhanc[ing] or encourag[ing] actions\" tied to transgender treatment in schools. They prefer schools to \"support and affirm the biological sex of a young person,\" which indicates rejection of the proposed policies.", "tone": "negative", "tags": ["transgender students", "parental concerns", "student wellbeing", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92132", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support VDOE Model Policies", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am proud to support this guidance\" and praises it as helping schools provide \"a safe and inclusive educational experience for all students.\" The comment endorses the policies as a way to prevent \"discrimination and harassment\" for LGBT youth and other students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "inclusive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92133", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and describes the policy as \"the right thing to do.\" They also praise it as protecting children’s \"physical safety\" and \"mental and emotional well being,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["student safety", "mental health", "LGBTQ+ inclusion", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92134", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!!\" and calls the policy \"crucial\" for making schools safe spaces for trans students. They also state that it is important to \"advocate for all of our students\" and make schools safe places, which clearly endorses adoption.", "tone": "positive", "tags": ["transgender students", "student safety", "school counseling", "LGBTQ+ inclusion", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92135", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I believe that my daughter, who is 6, should not be forced to use a restroom with a biological boy.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter objects to the policy’s implications for restroom access, saying their daughter \"should not be forced to use a restroom with a biological boy.\" This indicates opposition to the regulation as written, even though they frame it as protecting children's rights.", "tone": "negative", "tags": ["bathroom access", "parental rights", "student privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92136", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Strongly oppose\" and argues the policy \"needs to be rewritten\" because it would infringe on \"First Amendment Rights\" and \"Freedom of Speech\" and \"Freedom of Religion.\" This is a clear rejection of the regulation as written, even though the commenter suggests changes rather than outright elimination.", "tone": "negative", "tags": ["First Amendment", "freedom of speech", "religious freedom", "policy rewrite"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92137", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Va Dept. of Education Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly OPPOSE,\" which directly states the commenter wants the regulation rejected. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": ["transgender policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92138", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSED", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I am strongly opposed,\" which directly indicates opposition to the proposed regulation. The title also reinforces this position with \"STRONGLY OPPOSED.\"", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92139", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "HB 145 and SB 161", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks officials to \"reject this nonsense\" and calls the proposal a \"despicable bill,\" indicating clear opposition to adoption. They also object to \"restrict[ing] a parents rights\" and to forcing teachers to use \"gender identity\" pronouns, which shows substantive disagreement with the regulation's provisions.", "tone": "negative", "tags": ["parental rights", "pronouns", "LGBTQ+ inclusion", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92140", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies and parental rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"strongly oppose\" the proposed transgender policies and repeatedly argues schools should not adopt them. They object to the policies on parental rights, privacy, and school involvement in gender identity, stating the VDOE has \"gone far beyond\" what the General Assembly prescribed.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "LGBTQ+ inclusion", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92141", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support transgender rights", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly support transgender rights\" and argues for more inclusive bathroom arrangements, stating \"all bathrooms could be unisex\" and that \"there is no reason\" students cannot share facilities. The comment clearly endorses the regulation’s underlying goal of accommodating transgender students.", "tone": "positive", "tags": ["transgender rights", "bathroom access", "privacy", "school facilities", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92142", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Extreme and dangerous; this is not right or just. Vehemently oppose.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vehemently oppose\" and repeatedly rejects the policies as \"not right or just\" and \"not equality.\" They also state they would \"pull my children out of public school if these policies were put into practice,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect Students but let parents be in charge", "truncated": false, "stance": "support", "stance_confidence": 0.78, "stance_rationale": "The commenter explicitly endorses the core anti-bullying purpose of the policy: \"All students should be treated with respect\" and \"Harassment, bullying, etc. should never be tolerated.\" They do not reject the regulation, but ask that \"parents should be allowed to instruct their children,\" indicating support with a parental-rights caveat rather than opposition.", "tone": "mixed", "tags": ["bullying prevention", "parental rights", "student respect", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Full support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the comment \"Full support\" and says the policy is \"basic human decency\" and \"clearly the right thing to do for these children.\" The rest of the comment criticizes opponents, reinforcing approval of the regulation.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose this insanity.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose this insanity\" and repeatedly argues the policy is \"insane,\" \"foolish,\" and likely to \"create more problems than it solves.\" They object to transgender recognition, privacy provisions, bathroom access, and pronoun expectations, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "bathroom access", "privacy", "pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose the proposed transgender policies.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose the proposed transgender policies\" and argues the state is \"intervening where it does not belong.\" They also reject the policies as a \"woke\" and \"liberal agenda\" being forced on children, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "transgender students", "privacy", "bathroom access", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I love this policy. Be prepared for the Catholics from St Raymond to rant.", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I wholeheartedly approve,\" which clearly supports the policy. The rest of the comment attacks anticipated critics rather than expressing any opposition to the regulation itself.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "religious freedom", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Supporting trans/non binary youth model policies", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the Virginia Department of Education (VDOE) to draft model policies\" and asks to \"make these strong model policies.\" This is a clear endorsement of adopting the regulation, with no opposing language.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student equity", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support requiring policies of all VA school districts\" and calls the regulation \"ABSOLUTELY NECESSARY.\" They also endorse protections for \"the human rights of transgender and other LGBTQ students,\" indicating clear approval of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student mental health", "nondiscrimination", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE TRANSGENDER SCHOOL POLICY", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"STRONGLY OPPOSE THE VDOE TRANSGENDER SCHOOL POLICY,\" which is a clear rejection of the proposed regulation. No supporting or qualifying language is provided.", "tone": "negative", "tags": ["transgender policy", "public schools", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "proposed transgender legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the legislation\" and argues against allowing transgender students to participate in girls' sports or use girls' locker rooms. They frame the policy as unfair and harmful to girls, stating that girls should not have to worry about \"a boy in their dressing room\" and that it gives boys an \"unfair advantage.\"", "tone": "negative", "tags": ["school sports", "bathroom access", "locker rooms", "gender identity", "fairness"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY AGAINST", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY AGAINST\" and rejects the policy by asserting that people are \"either male or female\" and should be classified by \"their birth certificate.\" This indicates opposition to the proposed transgender student policies rather than support or neutrality.", "tone": "negative", "tags": ["transgender students", "sex classification", "birth certificate", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Are you all nuts?", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says, \"This is a bad step,\" indicating rejection of the proposed policies. The phrase \"let the parents parent\" also suggests opposition to school guidance on transgender students and a preference for less school involvement.", "tone": "negative", "tags": ["parental rights", "school policy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is insidious and a moral assault on parental/religious rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this attempt\" and calls the policy \"a direct attack\" and \"a moral assault on parental/religious rights.\" They argue the state should not \"indoctrinate children\" and frame the regulation as violating religious liberty and parental prerogatives.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "LGBTQ+ inclusion", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support transgender protections", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly support guidance to protect\" transgender students, which clearly endorses the regulation. The reference to \"privacy\" also aligns with the policy’s protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "privacy", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disagree with everything in this policy\" and argues it should not be adopted because it would put \"our daughters and granddaughters at serious risk.\" The comment frames the policy as threatening children's safety and rights, indicating clear opposition rather than a request for modification.", "tone": "negative", "tags": ["student safety", "parental rights", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose.  The emperor has no clothes. Just sayin’.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues the policy is \"unconstitutional and harmful,\" indicating clear rejection of the regulation. The mention that it is \"foolish not to preserve religious exception\" further shows opposition to the proposed transgender student policies as written.", "tone": "negative", "tags": ["religious freedom", "constitutional rights", "taxpayer spending", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose. These policies are harmful/dangerous to children, and remove parental control.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose\" and repeatedly states they are \"opposed\" to the policies. They argue the policies are \"harmful/dangerous to children,\" \"remove parental control,\" and are \"WRONG,\" indicating clear rejection rather than a request for modification.", "tone": "negative", "tags": ["parental rights", "religious freedom", "student safety", "transgender policies", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support transgender protections", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support transgender protections\" and argues that schools must \"create a safe learning environment for all students.\" This clearly endorses adopting the regulation.", "tone": "positive", "tags": ["transgender protections", "student safety", "safe learning environment", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues that schools should not \"teach their children about sexuality,\" instead insisting \"the parents\" should control the discussion. The reference to schools leading a \"radical agenda\" shows clear rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "sex education", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Extremely OPPOSED!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I am opposed to educators taking on this issue,\" and argues against the policy's focus on transgender students. They also describe the guidance as \"unnecessary\" and claim it would \"confuse and scare our children,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" and repeatedly endorses the policy’s goals of protecting transgender, nonbinary, and intersex students. They also call for \"equitable and full access\" to facilities, privacy protections, correct names/pronouns, and bullying prevention, all consistent with adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "bullying prevention", "student safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model policy for treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I am opposed to this bill for transgender students,\" which directly rejects the proposed policy. They also state a parental objection to their child being \"exposed to this,\" indicating opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose this! What are you smoking to even consider this change?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i strongly oppose this change,\" which directly states opposition to the proposed regulation. The phrase \"What are you smoking to even consider this change?\" reinforces a hostile rejection of the policy.", "tone": "negative", "tags": ["opposition", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose - undermining parents and children's safety", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues the VDOE has \"gone far beyond\" what the General Assembly prescribed. They ask schools not to adopt policies that would allow transgender accommodations, describing them as infringing privacy, parental rights, and encouraging \"irreversible 'gender transitions'.\"", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92168", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I AM STRONGLY AGAINST,\" which clearly indicates opposition to the proposed transgender student policies. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop This NOW!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am overwhelmingly OPPOSED\" and later, \"NO, I do not support the brainwashing of our children.\" They argue the policy creates \"special rights,\" is \"unconstitutional,\" and that \"the state can stay the Hell out of my child's head,\" all of which clearly indicate rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "student privacy", "constitutional rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose the proposed standards regarding transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose it\" and repeatedly calls the proposal \"bad law\" and \"monstrous.\" They object to bathroom/locker room access, parental reporting provisions, and the underlying premise of the policy.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "privacy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support trans rights and protections", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I solidly support these measures\" and asks, \"Please, we need them!\" This is a clear endorsement of the proposed transgender student policies.", "tone": "positive", "tags": ["transgender rights", "student protections", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE Draft Guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided by the VDOE.\" They also endorse the policy goal by stating, \"Young people deserve a supportive, respectful learning environment.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive learning environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No! No! No! NO!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are in \"extremely adamant in opposition\" to \"this fiasco of an idea\" and directly urges, \"DO NOT put us in this situation.\" The repeated exclamation and references to potential \"major problems\" indicate clear rejection of the proposed policy.", "tone": "negative", "tags": ["parental rights", "student safety", "bathroom access", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for Transgender Students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, sarcastically calling it a \"Great idea!\" while arguing it would \"traumatize\" students and amount to \"state sponsored voyeurism.\" They also predict lawsuits and claim it would violate children's innocence, indicating opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student privacy", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy \"should not be pass[ed],\" indicating clear opposition. They frame it as government overreach that would \"take them away from their parents and family and God,\" which shows rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "government overreach", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose Transgender Proposed Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the proposed policy\" and objects to transgender students using facilities of their gender identity. They also state, \"I strongly oppose biological males being allowed to compete in girl's/women's athletics,\" indicating rejection of key parts of the regulation rather than support with changes.", "tone": "negative", "tags": ["privacy", "bathroom access", "school sports", "women's athletics", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Statewide transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"vehemently disapprove\" of the draft and that \"This policy must not be allowed to be implemented.\" They also argue that \"Parents, not schools should be responsible for their children’s upbringing,\" indicating rejection of the regulation’s approach.", "tone": "negative", "tags": ["parental rights", "transgender policy", "school authority", "religious appeal"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92178", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Just plain wrong", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"THIS IS WRONG!!!\" and \"DO NOT PASS THIS IN ANY LIFETIME!!\" They object to transgender students using \"the opposite gender bathroom or sport\" and to access to \"bathrooms/locker rooms etc. without supervision.\"", "tone": "negative", "tags": ["bathroom access", "school sports", "locker rooms", "student privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender education", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose,\" which directly states opposition to the proposed transgender student policies. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender policies", "public schools", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92180", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model policies violate privacy rights!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says the \"Model policies violate privacy rights\" and argues that transgender students should use \"private facilities\" to avoid affecting others' privacy. This indicates opposition to the proposed policies as written.", "tone": "negative", "tags": ["privacy", "bathroom access", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly opposed\" and argues that the policy causes \"great damage to our children\" and \"more confusion,\" indicating rejection of the regulation. The language is directed against the underlying transgender student guidance rather than offering neutral feedback or a request for changes.", "tone": "negative", "tags": ["transgender students", "student identity", "school policy", "child welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to proposed transgender School policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Opposed to proposed transgender School policy,\" and calls the policy \"discriminatory\" and \"a form of Child abuse.\" They also urge the agency to \"Spend your time and money improving education,\" indicating rejection of the regulation rather than support for it.", "tone": "negative", "tags": ["transgender students", "discrimination", "child abuse", "education priorities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy/Fairfax County Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"This is not a workable policy\" and argues that it will negatively change schools, stating that sports teams and restrooms will be \"drastically changed\" and that the school experience will be changed \"not for the good.\" This is a clear rejection of the proposed transgender student policy.", "tone": "negative", "tags": ["transgender policy", "school sports", "bathroom access", "student experience"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT KEEPING STUDENTS SAFE", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT KEEPING STUDENTS SAFE\" and argues that schools should protect trans students through respect, dialogue, and inclusion. They reject prioritizing objections from uncomfortable parents over \"vulnerable children,\" indicating clear support for the regulation's protective aims.", "tone": "positive", "tags": ["student safety", "transgender students", "LGBTQ+ inclusion", "bullying prevention", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support this fair, reasonable, and flexible policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the VDOE model transgender student policy\" and closes with \"Please adopt this plan.\" They also praise it as \"fair, reasonable, and flexible\" and say it would \"greatly reduce bullying in schools,\" indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "local control"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support! Love thine neighbor.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support!\" and thanks the policy for \"caring for the marginalized,\" indicating clear approval of the regulation. The religious reference \"Like Jesus did\" further reinforces a positive endorsement rather than criticism.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not agree with this:", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not agree with this\" and argues that passage \"would violate the rights and beliefs for those of religious faith.\" They also say it would make others \"feel uncomfortable,\" indicating opposition to adopting the policy.", "tone": "negative", "tags": ["religious freedom", "privacy", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Equal Education for LGBTQ+ Youth", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly endorses equal treatment for LGBTQ+ youth, stating that \"All people should be treated with respect\" and \"All should be treated equally and equitably.\" The comment rejects discrimination and \"Othering people,\" which aligns with support for policies protecting transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal treatment", "non-discrimination", "student dignity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE Gender Guidance document", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly opens with \"STRONGLY OPPOSE\" and repeatedly argues against the guidance, objecting to schools helping students with gender identity without parents and calling for only \"small changes\" rather than a \"no questions asked, no parents involved\" policy. They also reject pronoun use and oppose allowing transgender students access to facilities aligned with their gender identity.", "tone": "negative", "tags": ["parental rights", "gender identity", "privacy", "bathroom access", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the draft guidance provided by the VDOE.\" They also express approval of the policy goal, wanting children to grow up in an environment \"where there is equality for all.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equality", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed to transgender policies proposed for K-12", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"Strongly opposed to transgender policies proposed for K-12\" and argues that allowing children under 18 a \"choice\" about gender is \"a mistake.\" They also object to shared facilities, stating that sharing \"locker rooms, rest rooms and showers\" \"violates the privacy of both genders\" and \"should not be mandated.\"", "tone": "negative", "tags": ["transgender policies", "privacy", "school facilities", "K-12", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed to transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Strongly opposed to transgender guidelines presented,\" which directly rejects the regulation. They also object to shared facilities, asking why students should be in the \"same locker room, bathroom\" and proposing separate spaces instead, indicating opposition to the policy as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "transgender students", "student rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY DISAGREE w gender articles", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY DISAGREE\" and calls the proposals \"disgusting,\" indicating clear opposition to adoption. They argue the policies would \"indoctrinate other people’s children\" and create \"FAR TOO MUCH ROOM FOR ABUSE,\" which shows they want the regulation rejected or weakened.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety", "indoctrination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support Model Policies for Treatment of Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support these model policies for the treatment of transgender students in public schools.\" They further endorse the guidance as helping schools provide a \"safe, respectful, and inclusive educational experience for all students.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school policy", "nondiscrimination", "inclusive education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly SUPPORT this measure", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly SUPPORT this measure\" and repeatedly urges adoption with phrases like \"Do the right thing.\" They argue the policies protect transgender students from bullying and harassment and reject claims that they are a danger to others.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Dept of Education is overstepping their purpose and boundaries and jeopardizing safety.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"WAY overstepping the boundaries of government\" and saying the department should \"stick to the focus of education and safety\" and \"leave life altering decisions to the families.\" They also argue it \"jeopardizes the safety of my child\" and threaten to sue if harm occurs, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "student safety", "bathroom access", "government overreach", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter states plainly, \"I am opposed to these policies,\" which directly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": ["transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Lost your minds", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying officials should \"leave this social brainwashing alone\" and that their job is to \"educate, not indoctrinate.\" This is a clear objection to the transgender student policies rather than a request for modification.", "tone": "negative", "tags": ["transgender students", "school policy", "indoctrination", "curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Great for Private Schools & Homeschooling", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges adoption only sarcastically and argues the policy is \"radically counter to the design of the created order,\" indicating disapproval. They predict negative consequences if it is adopted, saying parents will \"flee to private schools and home education\" and mocking the policy as \"government education/indoctrination.\"", "tone": "negative", "tags": ["transgender students", "public schools", "parental rights", "school choice", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Government officials do not have a public mandate", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy, saying officials do not have a mandate \"to enforce gender promotion\" in public schools. This frames the regulation as something they want blocked rather than adopted.", "tone": "negative", "tags": ["transgender students", "public schools", "government mandate", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92201", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Rainbow", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter rejects the LGBTQ+ framing of the policy area, saying \"Lets all take back the rainbow\" and criticizing \"the lbgtqqfag community\". The Bible verse is used to assert a competing religious claim over rainbow symbolism, indicating opposition rather than support for the transgender student policies.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students", "culture war"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92202", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"OPPOSE the 'Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools'\" and repeatedly argues it \"should not be adopted.\" The body lists multiple objections about pronouns, parental notification, bathrooms, privacy, and dress codes, showing clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "privacy", "bathroom access", "dress code"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92203", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose this action,\" which directly indicates opposition to adopting the regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92204", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly opposed\" and states, \"You were not given a mandate to do anything about transgender children,\" which rejects the regulation’s purpose. This is a clear opposition to adopting the policy.", "tone": "negative", "tags": ["transgender students", "policy mandate", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92205", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose this social experiment on our children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose this social experiment on our children\" and urges schools to \"stop this nonsense,\" which clearly rejects the proposed policies. The comment argues schools should focus on \"basic education\" instead of the regulation's subject matter.", "tone": "negative", "tags": ["transgender students", "school policy", "education priorities", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92206", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Father of 6 in public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly begins with \"Opposed!\" and says the policy is \"the wrong way to handle this situation,\" indicating rejection of the proposed transgender student policies. The statement that children \"dont get to choose\" their gender also shows disagreement with the regulation's underlying approach.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92207", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support the Guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the guidance\" and endorses its \"codification of equal treatment of students.\" They also argue transgender students \"should not [be] harassed or denied equal access to education,\" which clearly supports adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal treatment", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92208", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and asks to \"support requiring policies\" that protect transgender and other LGBTQ students. The comment endorses equal access, dignity, and respect for these students, which aligns with adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "equal access", "student rights", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92209", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the guidance.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses adoption of the regulation. There is no qualifying language or objection.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92210", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Correct this one-sided ideological driven document", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says the policy is \"one-sided ideological driven\" and that it \"goes well beyond\" existing anti-bullying law, then explicitly calls for exceptions and opt-outs from the policy's mandates. They also argue it should not \"push involuntary promotion of gender confusion,\" indicating they want the regulation rejected or substantially weakened.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "LGBTQ+ inclusion", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92211", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In support- Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I am in support of the guidance document,\" which directly endorses adoption of the proposed policies. No contrary concerns or qualifications are included.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92212", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this guidance\" and explains that it will \"protect transgender and non-binary students from bullying, harassment, and discrimination.\" The closing \"Thank you\" reinforces approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92213", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE these irrational policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"STRONGLY OPPOSE these irrational policies\" and ends with \"I STRONGLY OPPOSE the implementation of these policies.\" The body argues the policies are unenforceable, threaten privacy, and violate First Amendment rights, all of which indicate rejection rather than a request for modification.", "tone": "negative", "tags": ["privacy", "parental rights", "religious freedom", "bathroom access", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92214", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support any guidelines that treat transgendered students fairly and with respect.\" They further affirm that \"everyone deserves to be treated equitably,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equity", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92215", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this guidance\" and explains that it will \"protect transgender and non-binary students from bullying, harassment, and discrimination.\" This is a clear endorsement of adopting the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92216", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Everyone deserves dignity", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We strongly support the rights of transgender people,\" which directly endorses the regulation’s purpose. The statement that \"Everyone deserves to feel valued\" further indicates approval of protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student dignity", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92217", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support Transgender Student Safety and Equality", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying that \"Policies that provide a safe space for trans students\" are beneficial. They frame the regulation as creating safety and support for \"all students,\" which is clear approval rather than a request for changes or a neutral observation.", "tone": "positive", "tags": ["transgender student safety", "LGBTQ+ inclusion", "school climate", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92218", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support these protections,\" and describes the bills as codifying protections for transgender and non-binary students. They also endorse school boards adopting policies \"consistent with, or even more comprehensive than\" the VDOE model policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student protections", "nondiscrimination", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92219", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Support trans students\" and states that \"Virginia schools must do everything they can to ensure students can be who they are at school.\" This clearly endorses the proposed policies and their protective goals.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92220", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Long time coming - proud Fairfax Co alum", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I completely support this bill\" and describes the policy as \"a long time coming.\" They also argue it would help trans and gender nonconforming students feel \"accepted, loved and safe,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92221", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues that schools should \"leave your political agendas out of our schools,\" indicating rejection of the proposed transgender student policies. The statement that the guidance is \"garbage\" and is \"harming our children\" further shows opposition to adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "school curriculum", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92222", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support trans protections for students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support the guidance\" and frames it as \"protection for trans students in va schools.\" This is a clear endorsement of adopting the regulation as written.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "school protections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92223", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "House Bill 145 and Senate Bill 161", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support House Bill 145 and Senate Bill 161.\" They also endorse the policy goals by praising a \"safe, welcoming, and inclusive environment\" and saying \"ALL students benefit\" from these measures.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive schools", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92224", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and adds that \"there is no reason we should not support all people no matter their gender,\" which clearly endorses the regulation. No opposing or qualifying language is present.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "nondiscrimination", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92225", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support the safe and equal treatment of transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the draft guidance provided by the VDOE.\" This is a clear endorsement of the regulation's adoption for the \"safe and equal treatment of transgender students.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "92226", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO! Stop the indoctrination", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy with \"NO! Stop the indoctrination\" and says \"Stop indoctrinating our young children in the new woke philosophy,\" which clearly opposes adoption of the transgender student model policies. The language targets the regulation itself rather than asking for changes or clarification.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "education policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93137", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This bill must be stopped\" and \"I oppose such insanity,\" which clearly rejects the regulation. They also argue it would infringe on children's rights and object to bathroom/shower access for transgender students, indicating opposition to the policy's core provisions.", "tone": "negative", "tags": ["bathroom access", "parental rights", "religious freedom", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93138", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose the Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Stop this bill!\" and argues against the policy on the grounds that children should not be forced to share bathrooms or showers with transgender students. This is a clear rejection of the proposed regulation rather than a request for modification.", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93139", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose transgender in schools!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose transgender in schools!!\" and \"No transgender in our school system!!\" which clearly rejects the proposed policies. The religious framing (“what the Bible says,” “sexed by God”) reinforces opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93140", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE - Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully OPPOSE the Model Policies\" and argues they are \"wrong to impose these political views on our children.\" They also invoke \"freedom of speech and freedom of religion\" as reasons against the policies, indicating rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "parental rights", "constitutional rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93141", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect transgender  students!", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says they are \"firmly vocal regarding their rights\" and frames the policy as protecting transgender students. They also criticize opponents and endorse the idea that treatment involves \"allowing the person to live the gender they identify with,\" which supports adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "transgender students", "healthcare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93142", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender kids", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the proposal: \"Absolutely not ...on the policy that you want to put n place.\" This is a clear statement against adopting the transgender student policy, even though the comment is brief and informal.", "tone": "negative", "tags": ["transgender students", "policy opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93143", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I oppose transgender policy,\" which directly rejects the proposed regulation. No supporting or qualifying language is provided.", "tone": "negative", "tags": ["transgender policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly oppose transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"strongly oppose transgender policy,\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly states \"Oppose\" in both the title and body, indicating clear rejection of the proposed regulation. No qualifying language or alternative suggestions are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I will never send my kids to public school if this agenda is adopted by Virginia.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I will never send my kids to public school if this agenda is adopted\" and repeats that it is \"dangerous\" and \"not safe.\" This is a clear rejection of the proposed policies and an attempt to deter adoption.", "tone": "negative", "tags": ["student safety", "transgender students", "public schools", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose these guidelines\" and repeatedly argues against the policy's provisions. They object to the lack of parental notification, student self-identification, and restroom/locker room access, concluding that \"There has to be a better way forward than these Model Policies.\"", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strongly Oppose\" and says \"Stop this policy now and rethink it.\" They argue the policy violates rights and object to specific provisions such as \"allowing biological males into the female locker room\" and \"denying parents their rights,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "civil rights", "cost concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter asks to \"Provide separate facilities for transgender students,\" which rejects the policy’s inclusive approach and instead supports segregation. The opening plea to \"Protect our Precious children\" frames the regulation as a threat, indicating opposition to adoption as written.", "tone": "negative", "tags": ["bathroom access", "student privacy", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93150", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposal, saying they are \"disgusted with this proposal\" and \"We must not allow this to happen to our children or our families.\" They frame it as government overreach and a threat to parental rights, indicating opposition to adoption of the policy.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students", "family rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose this proposed policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed policy\" and repeatedly argues against it, calling it \"ludicrous,\" \"arrogant,\" and a \"dangerous precedent.\" They also object to pronoun requirements, gender identity guidance, restroom access, and say the policy should not be forced on schools and families.", "tone": "negative", "tags": ["parental rights", "religious freedom", "pronouns", "bathroom access", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"Absolutely not\" and \"I whole-heartedly disagree with this policy.\" They also ask leaders to \"remove rights from parents,\" indicating opposition to adoption of the regulation as written.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this set of guidelines\" and argues that schools should \"honor all children.\" The comment endorses the policies as helping students feel safe and supported, with no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONLY OPPOSE\" and calls the policy \"abominable\" and \"abhorrent.\" They also argue that \"Schools AND THE GOVERNMENT need to STAY OUT OF families,\" which clearly rejects the regulation.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy--strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Transgender policy--strongly oppose\" and asks that \"this gets denyed.\" They object to opposite-sex locker room sharing and argue for parental permission and notification, indicating rejection of the proposed policy.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposal for transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly opposed to this proposal,\" which directly states opposition to adoption. They also criticize it as having \"absolutely nothing to do with educating children\" and say it is \"Setting children up for nothing but trouble,\" reinforcing rejection of the policy.", "tone": "negative", "tags": ["transgender students", "education policy", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the Virginia Department of Education’s guidance\" and describes it as creating \"inclusive learning environments for transgender and non-binary youth.\" The final sentence, \"People should be free to express themselves and society should support them,\" reinforces approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "inclusive schools", "transgender youth"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"My family strongly OPPOSES the proposed policy changes\" and later urges VDOE to \"stop the nonsense.\" Although they support anti-bullying protections and suggest separate facilities if adopted, the overall message rejects the policy as overstepping school boundaries.", "tone": "negative", "tags": ["transgender students", "parental rights", "school facilities", "privacy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for HB145/SB161", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support for HB145/SB161\" and states that \"These policies will allow trans and non-binary youth to be safer\" and ensure \"an equal educational experience.\" The overall message advocates adoption of the policies to protect transgender students from harm, bullying, harassment, and discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination", "equal access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed to any policy\" and rejects policies that \"promote and encourage children to share restrooms and changing facilities.\" They also state they will not support lawmakers who back such policies and argue they \"take parental rights away from parents.\"", "tone": "negative", "tags": ["bathroom access", "changing facilities", "parental rights", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am not for this at all\" and that it \"needs to be voted against,\" which clearly opposes adoption. The threat to \"pull my children from public school and homeschool them if this gets passed\" reinforces strong rejection of the policy.", "tone": "negative", "tags": ["transgender students", "public schools", "parental rights", "school choice"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely OPPOSE the Model Policies for the Treatment of Transgender Students in Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I absolutely and vehemently oppose this!!\" and repeats that they \"absolutely oppose this model of policies.\" They argue the policies infringe on parental rights, are immoral, and violate \"the separation of church and state,\" all of which indicate clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "school policy", "separation of church and state"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I disagree with with policy\" and argues that \"teaching transgender children without parent’s knowledge is not acceptable.\" They also reject transgender bathroom/locker room access and sex-specific sports participation, indicating opposition to the policy as written.", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I disagree with with policy\" and argues that \"teaching transgender children without parent’s knowledge is not acceptable.\" They also reject transgender-inclusive bathroom, locker room, and sports provisions, saying \"girls go to girls bathrooms/locker rooms and boys go to boys bathrooms/ locker rooms.\"", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "school sports", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and urges society to \"abandon this radical ideology.\" They also reject the guidance on multiple grounds, saying it undermines \"science,\" \"language,\" and \"privacy/safety,\" and call \"opening up bathrooms and locker rooms\" \"a terrible idea.\"", "tone": "negative", "tags": ["transgender students", "privacy", "bathroom access", "locker rooms", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed transgender policy\" and criticizes it as a \"progressive topic\" that wastes \"tax payer money.\" They also urge policymakers to \"do what is right,\" implying rejection of the proposal rather than support for it.", "tone": "negative", "tags": ["transgender policy", "public spending", "teacher concerns", "moral opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Not happening with my child....", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy: \"Absolutely not\" and says \"My child will not participate\" in it. They argue against transgender accommodations, stating children are \"by nature, a boy or girl\" and object to shared restroom access and related school practices.", "tone": "negative", "tags": ["bathroom access", "parental rights", "LGBTQ+ inclusion", "student safety", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93168", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly oppose!\" and repeats \"Strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting or neutral language is present.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!\" and asks to \"Please support and pass.\" They also endorse the policy goal of ensuring \"all students are free from discrimination and harassment in schools.\"", "tone": "positive", "tags": ["anti-discrimination", "student safety", "bullying prevention", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "New policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Please do not implement this policy,\" which is a direct rejection of the proposed regulation. They also describe the changes as \"unfair\" and likely to create \"unending problems for teachers and administrators,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender students", "school administration", "policy opposition", "teacher burden"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I absolutely strongly oppose this measure,\" which directly states opposition to the regulation. They also argue it \"ruins Title 9 for girls\" and claim it will encourage harm in bathrooms, reinforcing that they want it rejected.", "tone": "negative", "tags": ["Title IX", "bathroom access", "student safety", "girls' rights", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Fully support\" and argues that \"Transgender students deserve equal rights\" and should not experience \"fear and bigotry while in school.\" This clearly endorses the proposed policies rather than opposing them.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal rights", "religious freedom", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Appose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Appose!\" and repeatedly urges officials to \"vote no.\" They argue the policy will cause \"headace and discrimination\" and call it \"nonsence,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "school policy", "discrimination", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Extremely opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Extremely opposed\" and repeatedly argues the policy is \"WRONG!!!\" They object to the burdens on \"students and faculty... and parents\" and claim it will create \"fear and intimidation\" and a \"hostile learning environment,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "school burden", "student safety", "hostile environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose these policies by VDOE\" and repeatedly urges rejection, including \"Stop the insanity.\" They argue the policies \"strip parents and teachers of all rights\" and would create safety and legal problems, indicating clear opposition rather than a request for modification.", "tone": "negative", "tags": ["parental rights", "student privacy", "bathroom access", "school safety", "teacher rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose- Let's protect all children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this bill\" and argues it should be \"rewritten somehow\" because it allegedly endangers non-transgender children. They object to transgender students being allowed to \"change/dress/use restroom with other children of the opposite sex,\" which indicates opposition to the regulation as written.", "tone": "negative", "tags": ["transgender students", "bathroom access", "privacy", "student safety", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Totally disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Totally disagree\" and \"I stand against any policy that supports and promotes\" this guidance. They argue it has \"no place in the public school arena\" and call it \"dangerous and totally unscientific,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "public schools", "parental rights", "ideology", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93178", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"STRONGLY OPPOSE,\" which clearly indicates rejection of the proposed policies. No additional explanation or qualifying language is provided.", "tone": "negative", "tags": ["transgender policies", "public schools", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" and repeatedly argues against the policies, calling them \"unacceptable.\" They object to school involvement, transgender recognition, and access to dress, restroom, and locker room choices, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "bathroom access", "gender identity", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93180", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Fully support,\" which clearly endorses adoption of the proposed regulation. There is no qualifying language or criticism suggesting any opposition or neutrality.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"OPPOSE\" and says the policy is \"beyond concerning\" and that \"we are dropping the responsibility by doing this.\" They argue the regulation would undermine child safety and adult responsibility, indicating rejection of the proposed policies.", "tone": "negative", "tags": ["student safety", "sex-specific activities", "parental rights", "transgender students", "school privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "against transphobia - in support of the bill", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I supported it\" and states that the bill \"addresses discrimination against a portion of the student body.\" They also endorse state guidance for \"All students' needs\" and do not express any opposition to the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "anti-discrimination", "student support", "best practices"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "You are worthy!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly affirms trans people and says \"we will support and protect you at all costs,\" which clearly endorses the policy’s protective aims. The message is directed at \"trans youth and ANY trans person\" and expresses support for their inclusion and safety in schools.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-bullying", "transgender students", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Strongly oppose\" and \"I do not agree with this,\" indicating rejection of the regulation. The appeal to \"protecting all children not just the minority\" frames the policy as something they do not want adopted.", "tone": "negative", "tags": ["parental rights", "student safety", "LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I oppose this legislation in the strongest of terms,\" which is a clear rejection of the proposed regulation. There is no qualifying language suggesting support or neutrality.", "tone": "negative", "tags": ["transgender policies", "opposition", "school regulation"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the bill.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the bill\" and adds, \"We must support all students, and that includes Trans students.\" This clearly endorses adoption of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stick To Education", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the Department's role in this policy, saying it is \"a Mental Health Issue\" and that the agency is \"neither qualified nor warranted\" to make such decisions. Phrases like \"Stay in your lane\" and \"STAY IN YOUR LANE\" indicate opposition to adopting the transgender student guidance as written.", "tone": "negative", "tags": ["parental rights", "agency authority", "mental health", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly apposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly apposed\" and argues the policy \"will cause more harm\" and is \"not keeping any of the children safe.\" They warn against moving forward with the policy and say they believe it should not be adopted because it could enable abuse in bathrooms and harm children.", "tone": "negative", "tags": ["student safety", "bathroom access", "privacy", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support of trans & non-binary students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and states that \"This is good for all children,\" which clearly endorses adoption of the policy. The mention of \"trans & non-binary students\" indicates support for the regulation’s protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE - THIS SHOULD NOT BE PART OF THE SCHOOL SYSTEM", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this\" and repeatedly argues that \"Transgender politics do not belong in the schools\". They also ask to \"Have a 'Transgender Restroom' available\" instead of the policy, indicating rejection of the regulation as written and a desire to weaken it substantially.", "tone": "negative", "tags": ["parental rights", "bathroom access", "transgender students", "school policy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "School policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter states, \"I strongly oppose,\" which directly expresses rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this\" and calls the proposal \"appalling.\" They object to transgender-inclusive bathroom, locker room, and sports provisions, asking, \"Why should a boy be in the bathroom or Locker room with girls?\" and threatening to homeschool if adopted.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "school sports", "parental rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support this guidance", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this guidance\" and states that it \"furthers\" Virginia's progress toward inclusivity. They also argue the policies are \"vital\" for making students feel \"safe and supported,\" especially LGBTQ+ students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusivity", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose change for transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines,\" which directly rejects the regulation. The rationale given—\"radical theories\" that \"eradicate all distinctions between male and female\" and \"indoctrinate our school children\"—shows opposition to the transgender student policies themselves.", "tone": "negative", "tags": ["transgender policies", "gender identity", "school indoctrination", "sex distinctions"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "YES YES - how can we be anything but anti-discrimination?", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support legislation needed to promote the health and well-being of trans youth\" and frames the policy as necessary anti-discrimination protection. They also urge action to \"protect our children,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["anti-discrimination", "transgender students", "student safety", "mental health", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Education", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"STRONGLY OPPOSE!!!,\" which clearly indicates rejection of the proposed transgender student policies. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender students", "opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Totally against this", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am totally opposed to this proposed legislation,\" which is a clear rejection of the regulation. They also argue against it on multiple grounds, including \"parental rights,\" \"spiritual convictions,\" and burden on schools, reinforcing opposition.", "tone": "negative", "tags": ["parental rights", "religious freedom", "school burden", "transgender students", "government authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose this!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose this!!!\" and repeatedly rejects the policy, objecting to any implication that a parent telling children to \"embrace how God made them\" could be considered abuse. They also criticize the regulation as \"absolutely disgusting\" and say \"Don't go threatening parents,\" indicating clear opposition to adoption of the policy.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This would cause psychological pain for any other children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this being brought up as an option\" and repeatedly argues against the policy for elementary and high school students. They express concern about bathroom access, locker rooms, and sports, saying \"I'm not ok with this\" and that it would lead to \"all kinds of problems.\"", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "school sports", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"STRONGLY OPPOSE!!!\" and repeats \"OPPOSE,\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93201", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Your choice violates my consequence", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose these policies\" and argues the school system should not be involved in transgender rights. They also reject transgender students' access to facilities and sports, stating that a biologically male student should \"shower, dress out, race or compete with the boys.\"", "tone": "negative", "tags": ["transgender students", "parental rights", "school sports", "bathroom access", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93202", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "ABSOLUTELY OPPOSE THIS TRANSGENDER EDUCATION", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"completely oppose\" the policy and pleads, \"PLEASE DO NOT DO THIS!!\" They object to children being taught to \"go against their natural gender,\" indicating rejection of the proposed transgender student guidance.", "tone": "negative", "tags": ["transgender education", "parental rights", "LGBTQ+ inclusion", "student identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93203", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues the policy would \"violat[e] the civil rights of others\" and \"usurp[] parental authority.\" They also say schools should \"stick to teaching the basic subjects\" and leave matters like sexuality to parents, indicating rejection of the regulation as written.", "tone": "negative", "tags": ["parental rights", "bathroom access", "anti-bullying", "LGBTQ+ inclusion", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93204", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that \"No child should feel uncomfortable being who they are\" and that \"Education should be an inclusive place.\" This clearly endorses adopting the proposed transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusivity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93205", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues against the policy, stating it is \"very disturbing\" and that allowing \"boys in girls restrooms will cause more harm than good.\" The comment also rejects the policy's approach to school involvement and parental role, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "bathroom access", "student safety", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93206", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans School Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this legislation in the strongest terms,\" which directly rejects the proposed policies. They also argue it will \"harm our kids emotionally and socially\" and that \"Government has no right to dictate these policies in our schools,\" reinforcing opposition to adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "student wellbeing"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93207", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose: infringing on many different faiths and hurtful to young children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this policy\" and repeatedly argues it should not pass, calling it \"a detriment to the mental health of all children\" and saying it would \"infringe on our rights as Americans.\" The comment frames the policy as harmful to faith, parents' rights, and young children, indicating clear opposition rather than a request for modification.", "tone": "negative", "tags": ["religious freedom", "parental rights", "student mental health", "transgender students", "elementary schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93208", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose for religious reasons,\" which directly rejects the proposed policies. They also object to restroom sharing and call it a \"liability issue for the school,\" reinforcing opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "bathroom access", "parental rights", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93209", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support legislation needed to promote the health and well-being of trans youth,\" which clearly endorses the regulation. The title \"Fully support!\" reinforces that they want the policy adopted.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student well-being", "transgender students", "support for policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93210", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose this!\" which directly indicates rejection of the proposed regulation. No supporting arguments or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93211", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose. Please protect our children.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the Statewide Transgender School Policy,\" which is a direct rejection of the regulation. The follow-up, \"Please protect our children,\" reinforces opposition framed as concern about the policy's impact.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93212", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly opposed\" and argues that \"These changes will put all children at risk,\" which clearly rejects the proposed policies. The rhetorical question about whether proponents \"care about the safety of our children\" further indicates opposition based on safety concerns.", "tone": "negative", "tags": ["student safety", "transgender students", "school policy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93213", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues the proposed policies \"infringe upon the rights of parents\" and could be \"detrimental to non-transgender students.\" This is a clear rejection of the regulation rather than support for adoption with changes.", "tone": "negative", "tags": ["parental rights", "non-discrimination", "transgender students", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93214", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Opposed\" and calls the policy \"completely crazy and uncalled for.\" They object to schools addressing a child's gender without parental consultation and say their child will not remain in public school if it passes, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "public schools", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93215", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly disagree\" and criticizes the policy as part of \"decisions like this.\" The body frames gender-related policy as misguided, contrasting it with abortion and stating people are \"either Male or Female,\" which indicates rejection of the transgender student policies.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "religious freedom", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93216", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed to this,\" and argues the policy would reduce safety for daughters in locker rooms and restrooms. The concern that a \"male\" could enter without being questioned indicates rejection of the transgender student policy on safety grounds.", "tone": "negative", "tags": ["student safety", "bathroom access", "locker rooms", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93217", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In support of discrimination-free schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support policies and standards that promote safe and supportive learning environments for everyone, including transgender students.\" They also describe the policy as creating schools \"free from discrimination and harassment\" and express approval of the document and its guiding principles.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "anti-discrimination", "student safety", "bullying prevention", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93218", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this policy being considered,\" and argues against school staff using a student's affirmed name and gender. They also reject the policy on ideological grounds, calling public schools \"radical liberal institutions\" and saying it should not be put into practice.", "tone": "negative", "tags": ["parental rights", "gender identity", "school administration", "public schools", "sex-segregation"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93219", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the comment \"Support\" and says the policy \"would be a step in the right direction\" to protect transgender youth. Although they note it \"isn't perfect,\" the overall message clearly favors adoption with improvements rather than rejection.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93220", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support legislation needed to promote the well-being of trans individuals,\" which clearly endorses the regulation. The title \"Fully Support\" reinforces that the commenter wants the policy adopted.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student well-being"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93221", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly opens with \"Strongly oppose\" and repeatedly argues the policy \"goes well beyond what is practical and necessary.\" They object to pronoun requirements, bathroom-related provisions, and broader transgender-inclusive procedures, while preferring case-by-case accommodations instead of \"sweeping policies.\"", "tone": "negative", "tags": ["transgender students", "pronouns", "bathroom access", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93222", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose new transgender guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I oppose the new transgender guidelines,\" which directly rejects adoption of the regulation. The title, \"Oppose new transgender guidelines,\" reinforces the same position.", "tone": "negative", "tags": ["transgender policies", "public schools", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93223", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says they \"Strongly,strongly disagree\" in response to the transgender student policies, indicating clear opposition to the regulation. No supportive or neutral language is present.", "tone": "negative", "tags": ["transgender policies", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93224", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely oppose transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Absolutely oppose transgender policy,\" which directly rejects the proposed regulation. The explanation that it \"infringes on the rights of many more people than it protects\" further indicates opposition to adoption.", "tone": "negative", "tags": ["transgender policy", "rights", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93225", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender/strongly disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"strongly disagree,\" which clearly indicates opposition to the proposed transgender student policies. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93226", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this legislation!\" which directly states opposition to the proposed policies. The follow-up, \"It is not good for our kids!\" reinforces that they want it rejected.", "tone": "negative", "tags": ["transgender students", "school policy", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93227", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender/strongly disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy with \"Absolutely not\" and gives a reason for opposition: \"biblical.\" This indicates they do not want the regulation adopted.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93228", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this new policy\" and calls it \"unacceptable.\" They also state it will affect their decision to send their children to public school, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "public schools", "school choice"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93229", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues that teachers discussing sexuality with minors without parental consent should be criminal. This directly rejects the proposed transgender student policies, which include guidance on student treatment and privacy in schools.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "privacy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93230", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT support the proposed changes,\" which is a clear rejection of the regulation. They also cite concerns that it \"disregard[s] parental rights, students’ privacy rights, and the First Amendment rights of teachers and administrators,\" indicating opposition to adoption as written.", "tone": "negative", "tags": ["parental rights", "privacy", "First Amendment", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93231", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender school policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I personally oppose this policy\" and \"I do not agree with it,\" which clearly indicates rejection of the proposed regulation. The suggestion about being \"on board with a 3rd facility\" is a conditional alternative, not support for the policy as written.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "bathroom access", "school facilities", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93232", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose this policy\" and asks to \"reconsider forcing this policy on our schools.\" They argue it conflicts with \"anti-bullying policies,\" \"religious freedom rights,\" and \"parental rights,\" and call it \"aggressive policies,\" all indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "anti-bullying", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93233", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support\" and asks to \"Please protect our vulnerable trans students by enacting a K-12 policy.\" They also describe the proposal as \"a good start,\" indicating approval of adoption, possibly with further action later.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "K-12 policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93234", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "opposition to bill", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this for our school children\" and urges, \"Do not vote for this!\" This is a clear rejection of the proposed policies rather than a request for changes or clarification.", "tone": "negative", "tags": ["transgender students", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93235", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support this guidance\" and adds \"We need to support all of our children,\" which clearly endorses adoption of the regulation. There is no opposing language or request to weaken it.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93236", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support this Policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I whole-heartedly support this policy\" and repeatedly urges approval of protections for transgender students. They also endorse specific provisions like \"safety nets, privacy, and gender-concordant bathrooms and locker rooms,\" indicating support for the regulation as written or strengthened.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "privacy", "bathroom access", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93637", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender children.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I am in support of protections for transgender children,\" which directly endorses the regulation’s purpose. No opposing or qualifying language is present.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93638", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support the rights and inclusion of transgender and nonbinary students\" and asks the agency to support them. They also state, \"I support transgender people, including children and adolescents,\" which clearly endorses the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student rights", "nonbinary inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93639", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I oppose,\" which directly indicates opposition to the proposed regulation. No additional context or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93640", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Many people opposing this policy have come from a right-wing site telling them lies and distortions.", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly urges readers to \"support our transgender children\" and defends the policy against criticism, saying opponents were misled by a \"right-wing site\" that \"distorts and omits a LOT of details.\" The comment clearly favors adoption of the regulation rather than rejection or weakening.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "bullying prevention", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93641", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I am in full support of this guidance,\" which directly endorses adoption of the proposed regulation. The title, \"Fully Support,\" reinforces the same position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93642", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues the guidance is \"overbroad\" and that it \"trample[s] the rights of others.\" Although they say they support accommodation to prevent harassment or bullying, the overall position is that the guidelines should not be adopted in their current form.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "constitutional rights", "litigation costs", "bullying prevention", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93643", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In strong support of support of transgender youth in Virginia public schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly gives their \"full support of this legislation\" and says the policy's \"core aims\" are to promote the safety of trans students. They repeatedly argue that LGBTQ+ and trans students should be protected from discrimination and conclude by hoping trans students feel \"safer and more accepted\" in public schools.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "student safety", "anti-discrimination", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93644", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Comment", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not approve of the proposed guidelines,\" which directly rejects the regulation. They also argue it should be rejected because it ignores \"Parental rights\" and fails to honor \"Religious beliefs and conscience,\" indicating opposition rather than a request for modification.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93645", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Equal Rights for all people including LGBTQ", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the Virginia Department of Education’s guidance\" and praises \"creating inclusive learning environments for transgender students.\" They also endorse the policy’s purpose by emphasizing \"fair and equal treatment for all people.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal rights", "inclusive schools", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93646", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose the transgender policy as it is being proposed.\" This is a clear rejection of the regulation in its current form.", "tone": "negative", "tags": ["transgender policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93647", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose this,\" which directly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93648", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Reject the Model Policies for the Treatment of Transgender Students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Reject the Model Policies\" and states they are \"harmful to children\" and \"undermine the rights of parents and families.\" This is a clear request to reject the regulation rather than adopt it.", "tone": "negative", "tags": ["parental rights", "family rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93649", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "vehemently OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"vehemently OPPOSE\" and \"I am fully against this.\" They argue the policy would let schools \"hide information from parents\" and act \"without parental knowledge or consent,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "school authority", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93650", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A Step In The Right Direction", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the proposal is \"a step forward towards equal, inclusive treatment\" and that \"We need legislation like this to make school safer.\" They argue it protects trans youth from discrimination and harassment, indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93651", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly Oppose!\" and asks, \"Please ensure that this policy is not issued.\" They object that it would interfere with parental guidance and \"makes no allowance for religious considerations,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93652", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, opening with \"Please stop this destructive nonsense\" and arguing that schools should not \"hide information from parents\" or act \"without parental knowledge or consent.\" The final sentence says it will \"destroy our children, schools, families, and society,\" indicating strong opposition to adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93653", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strongly Oppose\" and argues against allowing transgender students access to bathrooms and locker rooms consistent with their gender identity. They say this is \"traumatic,\" \"simply a chaotic and traumatic encounter,\" and ask to \"Please consider the grand scope of what is at stake here,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student privacy", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93654", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly ***OPPOSE!***", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do NOT support the proposed changes\" and opens with \"Strongly ***OPPOSE!***\". They argue the policy disregards \"parental rights,\" \"students’ privacy rights,\" and \"the First Amendment rights of teachers and administrators,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "First Amendment", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93655", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The comment is explicitly titled \"Oppose\" and the body says \"Parents job is removed,\" indicating the commenter believes the policy undermines parental authority. This is a clear objection to the regulation rather than a request for clarification or neutral input.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93656", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please REJECT Model Policies for the Treatment of Transgender Students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Please REJECT Model Policies for the Treatment of Transgender Students,\" which directly opposes adoption. They also object that the policies would be \"circumventing parents\" and providing validation and \"services,\" indicating they want the proposal rejected rather than modified.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "family authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93657", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE!!\" in response to the transgender guidelines, which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93658", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "sad day", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support this,\" and argues the policy \"goes way beyond prevention and crosses the line into mandatory promotion\" of an ideology. They also say it is \"damaging to kids\" and that it makes them want to remove their daughters from public schools, indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "bullying prevention", "student safety", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93659", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strongly Oppose\" and says \"New policies are not required for this,\" indicating rejection of the proposed regulation. They argue existing policies already protect students and warn the new policy could be misused, showing opposition to adoption.", "tone": "negative", "tags": ["parental rights", "student safety", "privacy", "bullying prevention", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93660", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY DISAGREE!", "truncated": false, "stance": "unknown", "stance_confidence": 0.12, "stance_rationale": "The comment only says \"STRONGLY DISAGREE!!\" without stating what part of the proposed regulation is being rejected or why. Although the wording suggests opposition, it is too vague and uninterpretable to confidently classify the commenter’s position on adoption of the regulation itself.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93661", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this measure\" and \"I support any measure that moves us toward a world where gender is truly a non-issue.\" They also frame the policy as an \"over due adjustment of social values,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "student mental health", "nondiscrimination", "school support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93662", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose this proposed legislation,\" which directly states opposition to adoption. No supporting arguments or qualifications are provided.", "tone": "negative", "tags": ["transgender students", "public schools", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93663", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Alpha Omega Kappa Fraternity supports the guidance.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We support this guidance for trans youth in Virginia\" and frames it as beneficial because \"an affirming environment can save lives and increase the quality of life.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93664", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose\" and repeatedly rejects the policy as \"unacceptable.\" They object to schools addressing students' gender expression without parental knowledge and specifically oppose bathroom and locker room access for transgender students.", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93665", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Completely Opposed!!!!!!!!!!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Completely Opposed!!!!!!!!!!!!!\" and repeatedly argues the government and school system are \"overstepping\" and should not have this influence on children. They frame the policy as \"clear discrimination\" and reject it on religious and parental-rights grounds.", "tone": "negative", "tags": ["religious freedom", "parental rights", "government overreach", "LGBTQ+ inclusion", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93666", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do you really think? - I support 100%", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support 100%\" and argues in favor of allowing the child to use the bathroom, wear a dress to prom, and join the girls' field hockey team. The final plea, \"Please really think about this,\" is framed as support for the proposed transgender student policies rather than opposition.", "tone": "mixed", "tags": ["transgender students", "bathroom access", "school sports", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93667", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Ineffably Reckless", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I oppose this policy - it is fundamentally evil,\" and repeatedly argues against adopting the regulation. They describe the policy as \"reckless,\" \"evil,\" and likely to cause \"division\" and \"violence,\" which clearly indicates opposition to the proposed policies.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety", "civil unrest", "religious beliefs"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93668", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is absolutely an awful idea!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This is an awful idea!\" and \"Do not change it,\" indicating opposition to the proposed transgender student policies. They argue against restroom access based on sex assigned at birth and say the policy would \"take away the rights of everyone.\"", "tone": "negative", "tags": ["bathroom access", "parental rights", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93669", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly Oppose!!\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93670", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Poor Policy making - oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"oppose\" in the title and repeatedly argues that \"Enacting these guidelines\" would violate teachers' speech and faith rights, empower students over parents, and amount to \"suppression, not engagement.\" They conclude the document reads like a \"left wing blog post\" rather than balanced legislation, indicating clear rejection of the proposal.", "tone": "negative", "tags": ["First Amendment", "parental rights", "religious freedom", "LGBTQ+ inclusion", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93671", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly SUPPORT!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I strongly support the bill\" and repeatedly endorses the policy as creating a \"safe, respected, and supported\" environment. They also argue it improves mental health outcomes and want \"more communities and schools like ours,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93672", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose transgender school policy - Genesis 1:27", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Strongly oppose transgender school policy\" and cites Genesis 1:27 as the basis for that opposition. The religious quotation about God creating \"male and female\" is used to reject the proposed transgender student policy.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93673", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support\" the proposed policies. The phrase \"Not biblical\" indicates opposition on religious grounds rather than a request for changes.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93674", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans students!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the creation of standards\" and describes the policy as \"strong action\" that will create a \"safe and inclusive educational experience\" for transgender and non-binary students. They also express hope for related inclusive sex education, reinforcing clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive education", "sex education", "non-binary students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93675", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and states that the policy \"completely goes against women’s rights for safety,\" indicating rejection of the regulation. The comment frames the policy as a threat to safety rather than supporting adoption with changes.", "tone": "negative", "tags": ["women's rights", "safety", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93676", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses the proposed regulation. No qualifying language or objections are included.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93677", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% Opposed\" and states that schools should focus on \"education quality instead of programs intent on sexually confusing a generation of children.\" They also reject the policy as inconsistent with \"biology\" and \"every organized religion in America,\" indicating clear opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "religious freedom", "parental rights", "education quality", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93678", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No morals in Virginia", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, saying they do not want anyone \"brainwashing\" children and that \"This whole thing makes no sense.\" They also argue for separate facilities and warn that if it passes, there will be \"a lot of homeschool and private school children,\" indicating opposition to adoption.", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "religious freedom", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93679", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and adds \"Trans rights are human rights,\" which clearly endorses the proposed transgender student policies. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93680", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender", "truncated": false, "stance": "unknown", "stance_confidence": 0.12, "stance_rationale": "The comment contains only the title \"Gender\" and no body text, so it does not express support, opposition, or a clear question about the regulation. With no substantive content, the commenter’s position cannot be determined.", "tone": "unclear", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93681", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "RE: Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools", "truncated": true, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states that GLSEN is in \"strong support\" of the proposed policies and says they \"supports the adoption of the proposed guidance.\" The rest of the comment offers suggested revisions and clarifying edits, which indicates support with modifications rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination", "privacy", "bathroom access"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93682", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Object the approval of the proposed transgender policies being considered by Virginia Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Object the approval of the proposed transgender policies,\" which clearly opposes adoption. They also argue the policies violate \"religious and personal beliefs\" and would place children in \"potential harmful situations,\" reinforcing rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "parental rights", "student safety", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93683", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Education in Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"STRONGLY DISAGREE,\" which clearly indicates opposition to the proposed policies. No supporting reasons are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender policies", "public schools", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93684", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am totally against this!!\" and the title is \"Oppose,\" indicating clear rejection of the proposed policies. The reference to \"try reading the Bible\" suggests a religious objection to the regulation.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93685", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies of the D.O.E.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly asks, \"Please don't confuse these precious children about their God-given identity,\" which rejects the transgender student policies. The statement that \"God created/designed male and female, and no one can change that\" indicates opposition to the regulation's premise and implementation.", "tone": "negative", "tags": ["religious freedom", "gender identity", "student safety", "parental concerns", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93686", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the transgender policy,\" which directly states opposition to the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93687", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not agree with this policy.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"I do not agree with this policy,\" which directly indicates opposition to adoption. No supporting reasons or requests for modification are provided, but the stance is clear.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93688", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly **OBJECT**", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the transgender policy,\" which is a clear rejection of the proposed regulation. The title \"Strongly OBJECT\" reinforces that they want it not adopted.", "tone": "negative", "tags": ["transgender policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93689", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and states that \"Trans kids deserve to be respected in schools,\" which clearly endorses the proposed policies. The phrase \"Trans rights are human rights\" further indicates approval of the regulation's protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93690", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I strongly oppose\" the policy and urges officials \"not to give into this perversion.\" They reject the premise of transgender inclusion, stating that \"there are only two genders\" and that \"accepting transgenderism as normal is not the answer.\"", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "gender identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93691", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender confusion in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says, \"I strongly disagree with gender confusion in schools,\" which clearly rejects the proposed transgender student policies. The phrase \"strongly disagree\" indicates opposition rather than a neutral question or factual remark.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93692", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Open Restrooms!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly(100+%) oppose any and all of this proposal!\" which is a clear rejection of the regulation. The title \"Open Restrooms!\" suggests a specific objection related to restroom access, but the overall position is unambiguously opposed.", "tone": "negative", "tags": ["bathroom access", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93693", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed !!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly opposed !!\" and states that \"The confusion and harm caused by this policy is not acceptable,\" which clearly rejects the regulation. There is no indication of support or neutrality.", "tone": "negative", "tags": ["transgender students", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93694", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSED!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I very strongly oppose the Model Policies\" and argues the policy is a \"very very dangerous path to take.\" They also cite negative consequences such as \"safety issues and serious confusion,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["student safety", "transgender students", "school policy", "confusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93695", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Transgender Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I wholeheartedly support\" and urges readers to \"Love that transgender child\" and treat transgender students \"with dignity and grace.\" The comment argues against \"fear mongering\" and for acceptance, indicating clear support for the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student dignity", "bullying prevention", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93696", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!\" and urges action: \"please take this action!\" They frame the regulation as \"positive change,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93697", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"i strongly oppose this,\" which directly indicates opposition to the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["opposition", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93698", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose this policy\" and \"DO NOT SUPPORT!\" They argue the policy violates their Christian beliefs and claim it creates danger for girls by allowing boys or men into women's facilities.", "tone": "negative", "tags": ["religious freedom", "bathroom access", "student safety", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93699", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose\" and \"This must be rejected!\" which clearly indicates opposition to adopting the regulation. There is no qualifying language suggesting support or neutrality.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93700", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support trans rights in schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support trans rights in school!\" which clearly endorses the policy direction. The title, \"Strongly support trans rights in schools,\" reinforces that they want the regulation adopted.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93701", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose,\" which directly indicates rejection of the proposed policies. The reason given — \"I don’t believe the school should discuss sexual or personal issues with students\" — shows opposition to the regulation’s guidance on transgender student treatment.", "tone": "negative", "tags": ["parental rights", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93702", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support... anyone opposing this is close minded", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I, therefore, support creating inclusive and safe environments for our transgender youths.\" The opening title, \"Support... anyone opposing this is close minded,\" also clearly endorses the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93703", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully and wholeheartedly support legislation\" and frames the purpose as promoting \"the health and well-being of trans youth.\" This is a clear endorsement of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student well-being", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93704", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans Rights are supporting healthy growth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly endorses the policy’s goals, arguing that transgender students \"deserve to live their life with just as many options\" and that people should \"allow each individual to grow with the same chances and the same opportunities.\" The comment defends transgender inclusion and rejects common objections, indicating support for the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "school sports", "nondiscrimination", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93705", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly am opposed to creating transgender policies\" and argues the policy would \"negatively effects more than it positively effects.\" They also object to impacts on privacy, sports, and parental/religious rights, indicating rejection of the regulation rather than support with changes.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "school sports", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93706", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please Vote No", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Please Vote No\" and calls the policy \"a vast overstep\". They argue it \"undermines/threatens parental authority\" and should be rewritten, indicating opposition to adoption as proposed.", "tone": "negative", "tags": ["parental rights", "teacher workload", "student wellbeing", "transgender policy", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93707", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly Support the proposed policies.\" They also argue in favor of transgender inclusion and privacy protections, referencing psychological harm from suppression and supporting sports participation for transitioning students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "school sports", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93708", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Completely WRONG!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"Completely WRONG!\" and \"This garbage\". They argue it \"violates all parental rights\" and \"encourages my children to do things without parental knowledge or consent,\" which clearly indicates opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93709", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose any policy/mandate promoting gender confusion to children,\" which clearly rejects the proposed regulation. The phrase \"oppose any policy/mandate\" leaves little ambiguity about their position.", "tone": "negative", "tags": ["gender identity", "transgender students", "parental concerns", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93710", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VERY OPPOSED", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"VERY OPPOSED\" and argues the policy \"should be illegal to allow this,\" which clearly rejects adoption. The statement that it will \"confuse our children\" and that they lack the \"mental capacity\" further shows opposition to the regulation's substance.", "tone": "negative", "tags": ["transgender students", "parental rights", "student mental health", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93711", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender rights in public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I’m strongly against transgender rights in schools,\" which directly rejects the proposed policies. They also call the policies \"confusing to young kids\" and \"not mentally or morally right,\" indicating clear opposition rather than a request for modification.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "religious freedom", "student rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93712", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Very strongly oppose\" and describes the rules as \"folly\" and \"dangerous.\" They object to students being able to choose locker rooms and change gender identities \"without any proof beyond their own words,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "student privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93713", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely disgusting!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy as \"Absolutely disgusting\" and says it should not be \"pushed on not just my kids but ALL kids.\" They argue for separate facilities for transgender students and raise objections about bathroom/locker room access and possible assaults, indicating opposition to the regulation.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93714", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose, schools should prepare students for workforce, not sexualizing students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Oppose\" and argues that \"Matters dealing with child sexuality should be handled by the parent, not a school employee,\" indicating rejection of the proposed transgender student policies. They also criticize the policy as \"pushing your agenda\" and say schools should focus on academics instead.", "tone": "negative", "tags": ["parental rights", "transgender students", "school priorities", "bullying policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93715", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Oppose\" and repeatedly rejects the policy as \"over reach\" and something to \"stay out of.\" They argue the state should \"stay the hell out of how I raise my kids\" and warn against pressing the issue further, indicating opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "government overreach", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93716", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this,\" which directly rejects the proposed policies. They also argue that \"It is a parents job\" and claim the policy causes \"confusion and harm,\" indicating opposition to adoption.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "student wellbeing"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93717", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Strongly disagree with supporting transgender!!!\" which clearly rejects the proposed transgender student policies. The comment offers no qualifications or alternative changes, indicating opposition to adoption.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93718", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not in support of this in our schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am absolutely not in support of this ridiculousness,\" which clearly rejects the proposed policies. They also criticize the policy as \"absurd\" and object to teachers being pressured to accommodate student gender identity requests.", "tone": "negative", "tags": ["transgender students", "teacher burden", "discrimination", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93719", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose\" and repeats \"Strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting or neutral language is present.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93720", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VDOE transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I am wholeheartedly opposed to this!\" and asks to \"Put education above everything els,\" indicating clear rejection of the proposed transgender student policies. They also describe the policies as \"indoctrinated\" and say they will not tolerate their daughter being around it, which reinforces opposition.", "tone": "negative", "tags": ["transgender policies", "parental rights", "school curriculum", "indoctrination", "student exposure"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93721", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" and repeatedly argues against the policy, calling it \"completely unethical\" and \"wrong.\" They object to transgender accommodations in schools, including \"bathrooms, locker rooms\" and the withholding of information from parents.", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93722", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly labels the comment \"Support\" and states that Black Lives Matter must include \"black Transgender individuals,\" which aligns with backing the policy’s inclusion and protections for transgender students. The comment offers no criticism or request to weaken the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "racial justice", "transgender students", "equity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93723", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Approve Life-saving Policies", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Approve Life-saving Policies\" and repeatedly urges adoption: \"These measures are necessary and life-saving\" and \"Please give our students a fighting chance.\" The comment frames the regulation as needed to protect transgender and gender non-conforming students from discrimination and violence.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93724", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very strongly oppose!!! This is absolutely ridiculous!i", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Very strongly oppose!!!\" and states, \"This is wrong!\" They also threaten to withdraw their children if the policy is adopted, saying they will be \"removing my children\" and homeschooling or sending them to private school.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety", "school choice", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93725", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Opposed!!!\" and calls the policy \"totally unnecessary!!\" They also describe it as \"Liberal BS that's being pushed on everyone,\" which clearly rejects adoption of the regulation.", "tone": "negative", "tags": ["opposition", "transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93726", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Enabling confusion doesn't solve the problem.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"supporting this confusion doesn't help these students\" and asking not to \"make it political.\" The comment argues against recognizing transgender students and frames the regulation as enabling something the commenter believes is wrong.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "student mental health", "religious beliefs", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93727", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I extremely oppose this motion.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this motion\" and repeats that they \"strongly oppose this motion.\" They argue children \"shouldn’t be exposed to these types of issues\" and object to \"altering our values for a minority,\" indicating rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["transgender students", "parental rights", "student exposure", "values", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93728", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I oppose this policy\" and reinforces it with \"I strongly oppose this policy!\" This is a clear rejection of the proposed regulation with no qualifying support or questions.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93729", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I urge you to please vote NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please don’t take away the parental rights\" and urges officials to \"vote NO,\" which clearly opposes adoption of the policy. The argument that a child is not capable of making such decisions until 18 indicates objection to the regulation’s treatment of transgender students.", "tone": "negative", "tags": ["parental rights", "youth decision-making", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93730", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy for Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose!\" which directly indicates rejection of the proposed transgender student policies. No supporting or qualifying language is provided.", "tone": "negative", "tags": ["transgender policy", "public schools", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93731", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues against the policy by objecting to students using locker rooms aligned with gender identity and to schools \"encouraging them to change genders.\" The comment also demands parental notification about pronoun use, indicating rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["parental rights", "gender identity", "locker rooms", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93732", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"You should oppose this policy of gender mandates,\" which clearly rejects the regulation. They also argue that \"It is the parent's duty\" and that the DOE should \"stop reaching beyond their boundaries,\" indicating opposition to state guidance on transgender students.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93733", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Basic human decency - a tough concept for slime balls everywhere", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses respecting transgender students, calling it \"basic human rights\" and saying there is \"no excuse for a dissenting opinion\". As a teacher, they describe affirming transgender students' existence and clearly support the policies' intent.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination", "teacher perspective"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93734", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not. Strongly oppose.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Absolutely not. Strongly oppose\" and states their children will not attend public school if the policy is adopted. They describe the proposal as \"outrageous and dangerous\" and argue it threatens \"our young women,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "women's rights", "student safety", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93735", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONG OPPOSE!!! Do not bring this to our schools!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONG OPPOSE!!!\" and \"Do not bring this to our schools!\" indicating clear rejection of the proposed policies. The statement \"This is not something that should forced on our children\" further shows opposition to adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "93736", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONLGY OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and objects to \"a new policy regarding transgender ideology in our schools.\" They argue parents should control when and whether children are taught about these topics and that teachers should focus only on academics, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender policy", "curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94637", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Do not pass this legislation\" and labels it \"Strongly opposed.\" They argue that using gender-neutral pronouns is harmful and call the proposal \"evil,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["gender-neutral pronouns", "religious freedom", "mental health", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94638", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the Model Policies for Transgender students\" and asks the government to \"support this within our school systems.\" They also give a reason in favor of adoption, stating these students need support for their \"emotional and mental health.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student mental health", "school policy support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94639", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the proposal \"Strongly Oppose\" and says the policies \"do not serve the best interests of Virginia's public school students and should be tabled.\" They argue the document is \"anti-scientific\" and harmful to children experiencing gender dysphoria, indicating rejection of the regulation as written.", "tone": "negative", "tags": ["transgender students", "gender dysphoria", "student privacy", "bullying prevention", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94640", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please SUPPORT - this is very important for mental and emotional health of our children", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Please SUPPORT\" and \"I strongly support,\" which directly endorses the regulation. The title also frames it as \"very important for mental and emotional health of our children,\" reinforcing approval.", "tone": "positive", "tags": ["mental health", "student wellbeing", "LGBTQ+ inclusion", "support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94641", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this bill\" and ends with \"Please vote against this bill!\" They argue the policy threatens privacy and safety in bathrooms/locker rooms and object to schools adopting \"this agenda.\"", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "parental rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94642", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly says \"Strongly oppose,\" which directly states opposition to the proposed regulation. The follow-up phrase \"Please consider the science\" suggests they believe the policy is not scientifically supported, reinforcing their opposition.", "tone": "negative", "tags": ["science", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94643", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support\" the policy and frames it as protecting \"Trans youth,\" which indicates clear approval of the regulation. There is no opposing language or request to weaken the proposal.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94644", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!!!!\" which clearly endorses adoption of the regulation. \"From Great commonwealth of Virginia\" adds no opposition or qualification.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94645", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT from Concerned Parent", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and states they \"support any policies that prevent bullying and other discriminatory practices.\" This directly endorses the proposed regulation's purpose and implementation.", "tone": "positive", "tags": ["bullying prevention", "anti-discrimination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94646", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support! These children need support from everyone. No matter your beliefs or opinions.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!\" and repeatedly urges that \"These children need support\" and \"All children need to be treated equally.\" The comment advocates for the regulation's protective purpose, emphasizing mental health and anti-discrimination concerns rather than opposing any part of it.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student mental health", "equal treatment", "supportive schools", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94647", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "555% in support!!!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"555% in support!!!!!\" and argues that protections for transgender students \"can only bring positive change\" and create \"much safer and enjoyable learning/work environments.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94648", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I OPPOSE these and any policies that withhold information from parents about their own children.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I OPPOSE these and any policies that withhold information from parents about their own children.\" They also argue the policies would \"indoctrinate students\" and object to \"allowing boys to use a girl's bathroom or locker room,\" indicating rejection of the proposed transgender student policies as written.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94649", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support from Parent who worries about children that might face bigotry", "truncated": false, "stance": "support", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says they \"Strongly Support\" the policy and states they \"would like to support my son and all children.\" The concern about children facing \"bigotry\" aligns with backing protections for transgender students and a supportive school environment.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "parental support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94650", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!!! Accept all students with open arms!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!!!\" and urges, \"Please do this!\" They also endorse the policy’s inclusive intent by saying students should be \"held up and treated with love and acceptance.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94651", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly SUPPORT on behalf of parents who care about children", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly SUPPORT\" and asks to \"Please support\" the regulation. They also give a reason in favor of adoption, citing the \"mental and emotional well being of children.\"", "tone": "positive", "tags": ["mental health", "student well-being", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94652", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disapprove of Transgender Forum", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Firmly stand against evil\" and \"oppose\" the proposal, indicating clear rejection of the regulation. The title \"Disapprove of Transgender Forum\" reinforces opposition to the transgender-related policy.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94653", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this bill\" and ends with \"please vote against this bill!\" They argue the policy endangers girls in bathrooms/locker rooms and raises concerns about \"sexual assault\" and lack of parental notification.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94654", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly support\" and urges, \"Do the right thing,\" which clearly endorses adoption of the proposed policies. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94655", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Srong Support from Grandmother", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly asks, \"Please support\" and identifies themselves as a \"proud Grandmother of Fairfax County students,\" indicating approval of the proposed policies. There is no language opposing or questioning the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94657", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong support for trans kids!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strong support for trans kids!\" and \"VA Public Schools should support and include trans youth!\" This clearly endorses the proposed policies and their inclusive treatment of transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "transgender students", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94656", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this bill\" and closes with \"please vote against this bill!\" They argue the policy endangers girls in bathrooms/locker rooms and raises concerns about parental notification and safety, indicating clear opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94658", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Potential violation of the first amendment - STRONGLY OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE!\" and argues the regulation \"violates freedom of speech\" and is \"absurd and unconstitutional.\" Although they express support for awareness and respect for transgender people, they reject the policy's requirement to use preferred names/pronouns.", "tone": "negative", "tags": ["free speech", "first amendment", "transgender students", "pronouns", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94659", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Strongly Support for health and emotional well being of our students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Strongly Support\" and asks to \"Please vote and support this Model Policy.\" They also justify support by referencing \"health and emotional well being of our students.\"", "tone": "positive", "tags": ["student well-being", "LGBTQ+ inclusion", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94660", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not agree with some of this.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am opposed\" to multiple core parts of the policy, including school handling of gender-related decisions, restroom access, and sports participation. They also state that \"usurping parental rights... is not acceptable and has no place in our schools,\" indicating opposition to the regulation overall, even while supporting anti-bullying measures in limited respects.", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "LGBTQ+ inclusion", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94661", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the comment \"Strongly Support\" and argues that schools should create a space where \"all students are able to learn comfortably\" and that \"Discrimination of any kind in schools is repugnant.\" They also endorse students' right to \"express themselves and identify as they best see fit,\" which aligns with adopting the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "anti-discrimination", "student support", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94662", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose!!!\" and argues that schools should not \"instill beliefs\" that differ from household beliefs. They characterize the policy as \"a belief, not fact,\" indicating rejection of the transgender student guidance.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94663", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please Support from Parents Concerned about Discrimination in our Schools", "truncated": false, "stance": "support", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly says, \"Please support on behalf of parents and families,\" which clearly endorses adoption of the proposed policies. There is no opposing language or substantive criticism.", "tone": "positive", "tags": ["parental support", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94664", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly states \"Oppose\" in both the title and body, indicating clear rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94665", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy with the title \"Trans rights are human rights\" and asks to \"please protect these kids.\" The body supports guidance and assurance for transgender students' \"safety and well-being,\" indicating approval of the regulation's protective aims.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94666", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONG Support from Teacher", "truncated": false, "stance": "support", "stance_confidence": 0.86, "stance_rationale": "The title explicitly says \"STRONG Support from Teacher,\" which clearly indicates approval of the proposed policies. The body is truncated and unclear, but it does not add any opposition or qualification.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94667", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this!\" which directly endorses adoption of the regulation. They also give a reason in favor, stating it is \"important for children's mental and emotional health\" and that they should \"feel accepted.\"", "tone": "positive", "tags": ["mental health", "student support", "LGBTQ+ inclusion", "acceptance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94668", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently oppose new guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" the guidelines and calls them \"confusing and indoctrinating\". They also object to the policy's privacy provisions, saying it would \"usurp parental rights\" and keep parents from knowing what is happening at school.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "LGBTQ+ inclusion", "school notification"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94669", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "FULLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"FULLY SUPPORT\" and adds affirming language: \"Trans rights are human rights\" and \"deserves to be recognized and protected.\" This clearly endorses adoption of the proposed policies.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "student privacy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94670", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disagree/do not support", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"strongly oppose this bill\" and asks to \"Please reconsider this bill and revise\" it. Their objections focus on bathroom/locker room access, parental notification, and perceived safety risks to girls, indicating opposition to adoption as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental notification", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94671", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Another Teacher that STRONGLY SUPPORTS THIS!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"STRONGLY SUPPORTS THIS\" and calls it \"a great first step for transgender protections.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender protections", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94672", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and states they \"support the expansion of trans inclusive policies\". They frame the policies as making \"EVERYONE not just cis gendered people comfortable and safe In school,\" which clearly endorses adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94673", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support this", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"Fully support this,\" which directly endorses the proposed regulation. There is no qualifying language or criticism suggesting any opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94674", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support and Protect Trans Kids!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies are \"necessary\" and that \"These policies are a step in the right direction,\" which clearly endorses adoption. They also ask that they be \"equitable enforced,\" indicating support with implementation emphasis rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "equity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94675", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect the kids", "truncated": false, "stance": "support", "stance_confidence": 0.78, "stance_rationale": "The comment explicitly says, \"Please help the kids. Protect the kids. All the kids,\" which aligns with supporting policies intended to protect transgender students and maintain a safe environment. The statement \"Trans people are people\" further signals approval of the regulation's inclusive purpose, though the final \"????\" makes the intent slightly less certain.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "transgender students", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94676", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Life isn’t so simple.  This is reality.", "truncated": false, "stance": "support", "stance_confidence": 0.9, "stance_rationale": "The commenter explicitly says, \"Our transgender students deserve support and respect\" and \"Stop the bullying,\" which endorses the policy’s protective aims. Although they express some reservation about the \"gender-neutral dress code recommendation,\" they ask to \"find language to support long-standing traditions while also being accommodating,\" indicating support with suggested changes rather than opposition.", "tone": "mixed", "tags": ["transgender students", "bullying prevention", "dress code", "bathroom access", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94677", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!\" and adds \"Strongly support anything benefiting to the trans community,\" which clearly endorses the regulation. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94678", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT 100%", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this resolution\" and emphasizes that \"trans students are safe in school\" and should be \"protected like cis students already are.\" This is a clear endorsement of adopting the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94679", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "IN SUPPORT - end gender based dress codes", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I am FULLY in support\" of the policy. They also endorse ending \"gender based clubs and dress codes,\" which aligns with the regulation's treatment of transgender students and sex-based dress code guidance.", "tone": "positive", "tags": ["gender-based dress codes", "LGBTQ+ inclusion", "student rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94680", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Rights!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Support transgender students’ rights in school!\" and the title reads \"Support Trans Rights!\" This is a clear endorsement of the proposed policies protecting transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94681", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Strongly support\" and says \"Children need all the protection they can get!\" They also describe a transgender student being bullied and falling behind, which supports the need for the proposed protections.", "tone": "positive", "tags": ["transgender students", "bullying prevention", "student safety", "school support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94682", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Recommend all those involved in the decision review this guidebook.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this proposal\" and urges decision-makers to review a guidebook that provides \"best practices\" for supporting transgender students. The comment frames the policy as necessary for a \"safe, healthy, and productive environment\" and endorses it as part of creating \"safe and supportive school environments for all.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94683", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "ABSOLUTELY DISGUSTING", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposal, calling it \"absolutely disgusting\" and \"very very concerning and ridiculous.\" The statement that their children will \"never step foot into a public school if this is passed\" indicates strong opposition to adoption.", "tone": "negative", "tags": ["transgender students", "public schools", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94684", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support - well-researched and necessary", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this well-researched, comprehensive guidance document\" and calls it \"a necessary and encouraging step.\" They also argue the policies are consistent with nondiscrimination law and protect transgender children from harassment and discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "nondiscrimination", "student safety", "bullying prevention", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94685", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support our trans youth!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this bill\" and urges, \"Please do the right thing,\" indicating clear approval of the regulation. They also argue that trans youth \"need protection and support from our schools,\" which aligns with adopting the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94686", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop being bigoted", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval by saying, \"if you want your trans students to be traumatized... go ahead and oppose this,\" which clearly frames opposition as harmful. They also endorse the policy’s underlying goals, stating that \"everybody should be able to use a bathroom that they feel comfortable in.\"", "tone": "negative", "tags": ["LGBTQ+ inclusion", "bathroom access", "student safety", "mental health", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94687", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this change,\" which directly endorses adoption of the regulation. The additional statement that \"These are people who have rights\" reinforces approval of the policy's protections.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "civil rights", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94688", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"please do not support this,\" which clearly rejects the regulation. They also cite \"parental rights and responsibilities\" and concern about \"taking away the true focus of educators\" as reasons for opposition.", "tone": "negative", "tags": ["parental rights", "education priorities", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94689", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues against the policy because of \"locker rooms and bathrooms,\" \"women's sports,\" and protecting \"our girls.\" These statements indicate opposition to adopting the transgender student policies, especially around facilities access and sex-specific sports participation.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "school sports", "parental rights", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94690", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am in full support of this document\" and frames it as necessary \"to protect the mental well being of trans youth.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student mental health", "transgender students", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94691", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT SUPPORT SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval: \"SUPPORT AND PROTECT TRANS YOUTH\" and repeats \"SUPPORT SUPPORT SUPPORT.\" The message clearly endorses the proposed policies and frames them as necessary protection for transgender students.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94692", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Strongly Support\" and endorses the policy’s goals, saying transgender people should be treated \"with the support they deserve.\" They also praise related provisions on pronouns, restroom access, and reducing bullying, indicating approval of the regulation as written or in principle.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bathroom access", "pronouns", "bullying prevention", "student respect"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94693", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "trans rights are human rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses transgender students receiving support, saying \"transgender kids deserve the same love and respect as every other kid\" and describing a positive experience in a supportive school environment. This clearly aligns with approving the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94694", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support the guidance!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance 100%\" and thanks the audience for \"your support.\" They also argue the policy helps their trans daughter feel \"safe and human at school and in sports,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "school sports", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94695", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect Cis Girls", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter argues against the policy by warning that it would let \"any boy who is actually under the idea that he's a girl\" or \"any male student who claims to be a girl\" enter girls' rooms. They explicitly say the school's sympathy should lie with \"children whose' sex and gender are... female,\" indicating opposition to the regulation as written.", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "sex-segregated facilities", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94696", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE COMPLETELY! 100% insanity!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE COMPLETELY!\" which is a direct rejection of the proposed policies. The phrase \"100% insanity!\" reinforces that they want the regulation rejected rather than adopted with changes.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94697", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The trans community deserves humanity.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks to \"support this already heavily discriminated community\" and describes the policy as creating an \"affirming environment\" for trans students. The comment argues the regulation would reduce harm, prevent deaths, and improve mental health, which clearly indicates approval of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94698", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I oppose\" and \"I oppose these policies\" multiple times. They argue the policies are \"not safe\" and claim they increase risk of \"sexual assaults and possible rapes,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["student safety", "bathroom access", "privacy", "sexual assault", "opposition to transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94699", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support - For the Basic Human Rights and Well-being of our Transgender Siblings", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This guidance has my full support\" and calls it \"an exemplary step in the right direction.\" They argue transgender students \"deserve to be treated with respect and dignity\" and frame the policy as making schools \"safer\" and \"more inclusive.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94700", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support this!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this!\" and adds \"protect transgender kids!\" which clearly endorses the proposed policies. The comment expresses approval of the regulation’s purpose and outcomes rather than opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94701", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I support!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support!!\" and explains that it is \"important to support transgender kids in schools.\" This clearly endorses adoption of the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94702", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Parents, not schools, should raise children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy is \"incredibly invasive\" and asks policymakers to \"rewrite the document\" because it \"oversteps your place\" and places \"educators over parents.\" Although they affirm that transgender students \"deserve to be respected\" and \"should not be bullied,\" their overall position is to reject or substantially weaken the guidance as written, especially the confidentiality provisions.", "tone": "negative", "tags": ["parental rights", "student privacy", "transgender students", "school confidentiality", "predator concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94703", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the comment \"Strongly Support\" and says trans youth and LGBT+ youth \"deserve every single protection afforded to them while they are in school.\" They also state that laws improving \"their safety\" and helping them feel \"more accepted\" are beneficial, which clearly endorses the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94704", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONG SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONG SUPPORT\" and asks to \"supporting Trans rights as Hunan rights,\" which clearly endorses adoption of the policy. The phrase \"keep Virginia and yourself on the right side of history\" further reinforces approval.", "tone": "positive", "tags": ["transgender rights", "civil rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94705", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I implore you to reject the Model Policies\" and closes with \"I am opposed.\" They argue the policies undermine \"parental rights,\" promote \"gender dysphoria,\" and would have \"destructive\" effects in schools, all of which indicate clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "gender identity", "mental health", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94706", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support legislation to promote the health and wellbeing of transgender students,\" which clearly endorses the regulation. The title \"strongly support\" reinforces that the commenter wants the policy adopted.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student wellbeing", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94707", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the law\" and \"I support protecting our trans youth.\" They argue the policy is necessary because \"trans kids go through so much more mental strain and discrimination\" and need protection and respectful treatment.", "tone": "positive", "tags": ["transgender students", "student safety", "mental health", "anti-discrimination", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94708", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose: Violates 1st, 5th &14th Amendment; violates settled law regarding parental rights", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the proposal \"Oppose\" and repeatedly argues it is \"dangerous\" and unconstitutional, saying it \"violates 1st, 5th &14th Amendment\" and \"violates settled law regarding parental rights.\" They also state they would \"be pulling my children from public schooling if this passes,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "constitutional rights", "bathroom access", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94709", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support! Cherish trans children!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!\" and urges approval by asking to \"help Virginia schools become a safer place for all.\" They also endorse the policy goals of protecting trans students from discrimination and ensuring they are treated with \"basic respect.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "privacy", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94710", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT TRANS RIGHTS!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"SUPPORT TRANS RIGHTS!!\" and urges officials to \"Protect Trans Rights,\" which clearly endorses the regulation’s purpose. The language frames adoption as a duty of government to protect transgender students' rights.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94711", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the Virginia Department of Education’s guidance\" and endorses \"creating inclusive learning environments for transgender and non-binary youth.\" They also state that \"All our students deserve to feel safe and supportive in their schools,\" which clearly favors adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94712", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this measure,\" and the title reads \"Strongly support.\" The rest of the comment reinforces approval by affirming transgender people: \"Trans lives are not up for debate.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94713", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly support\" and expresses hope that the policy is passed. They add a substantive request to \"keep the specific needs of non-binary students... in mind,\" which indicates support with suggested emphasis rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "non-binary students", "student rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94714", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect trans lives and futures", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges protection for trans students, saying schools should \"support initiatives protecting them from transphobic bullying\" and avoid \"pressuring trans students into situations that make them feel unsafe.\" The title \"Protect trans lives and futures\" and the closing \"Listen to scientists\" further indicate clear support for the proposed transgender student policies.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "mental health", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94715", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Mom, Grandmom, Teacher", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose transgender policy for schools,\" and argues the policy should not be adopted as written. They object to \"shared restroom, locker rooms, sports participation\" and claim it \"restricts parent involvement\" and neglects the rights of others.", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94716", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to VDOE gender identity proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says the guidelines \"are an overreach and should be withdrawn,\" which is a clear rejection of the proposal. They also object that the school is \"better than the parents\" and that the school should not \"indoctrinate\" students, reinforcing opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "school reopening"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94717", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Truth is not relative", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"If these guidelines are accepted\" and warning that the \"new rules, if enacted\" will be abused. They argue the policy would let students or staff \"identify\" as the opposite sex to access locker rooms and bathrooms and \"abuse other students,\" which is a clear objection to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94718", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose endangering girls-", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly asks officials to \"oppose\" the policy and frames it as \"endangering the many.\" They also propose an alternative that would weaken the regulation's approach by requiring \"special bathroom and showers accommodations\" for transgender students instead of the proposed protections.", "tone": "negative", "tags": ["bathroom access", "student safety", "privacy", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94719", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Support\" and expresses approval of transgender youth, saying they \"have the courage to walk openly in their truth\" and that \"there is nothing wrong with them.\" This is clear affirmative support for the policy's purpose of protecting and affirming transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94720", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Treatment of Trans Gender Students", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly calls for \"ZERO TOLERANCE FOR BULLYING!!!\" and urges officials to \"Respect and PROTECT the rights, dignity and privacy of ALL the children,\" which aligns with the regulation’s goals of protecting transgender students. There is no language opposing the policy; the comment is clearly endorsing its protective aims.", "tone": "positive", "tags": ["bullying prevention", "student privacy", "student rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94721", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the proposed Model Policies\" and argues they are needed to protect transgender and nonbinary students. The comment endorses the regulation as a means of creating a \"safe and supportive learning environment\" and protecting students from discrimination and harassment.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94722", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Respectfully oppose as written", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Respectfully oppose as written\" and states, \"I do not believe this current model policy is it.\" They ask for a different, more broadly acceptable policy, indicating opposition to adoption in its current form rather than support.", "tone": "mixed", "tags": ["transgender students", "school policy", "parental rights", "public schools", "community impact"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94723", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Definitely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy: \"Absolutely not!!!\" and says they \"refuse\" for their children to be part of \"this bathroom sharing.\" Although they mention treating people with respect and suggest separate facilities, the overall thrust is to oppose the transgender student policy and its inclusion in schools.", "tone": "negative", "tags": ["transgender students", "bathroom access", "religious freedom", "parental rights", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94724", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support any policy that seeks to protect our trans students,\" which clearly endorses adoption of the regulation. They further justify support by arguing trans students are vulnerable and \"deserve our love and protection.\"", "tone": "positive", "tags": ["transgender students", "student safety", "mental health", "anti-bullying", "supportive policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94725", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Opposed\" and warns that implementing the policy would mean \"disregarding our kids health and mental wellness.\" They also reject the policy basis by claiming \"The science behind affirming transgender kids is based on activism and not science,\" which indicates opposition to adoption.", "tone": "negative", "tags": ["transgender students", "student health", "mental wellness", "science/evidence", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94726", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I was raped by faculty. These policies will expand the holes in communication that allowed it.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"These policies will expand the holes in communication\" and argues they \"remove parental oversight\" that would protect children, indicating rejection of the proposed policies. They frame the regulation as enabling abuse and say it was \"a major reason\" the abuse was allowed to continue.", "tone": "negative", "tags": ["parental rights", "student safety", "privacy", "school oversight", "sexual abuse"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94727", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "\"Trans children\" do not exist. These are sexually abused children. Abused by those who support it.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"The insanity behind policies such as these is immense\" and calling the ideology \"a complete departure from reality.\" The comment is not asking for changes; it is condemning the regulation and those who support it.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94728", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "TRANS RIGHTS ARE HUMAN RIGHTS!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses transgender students’ rights, stating \"Trans kids should be able to use the bathroom of whatever gender they identify as\" and rejecting safety concerns with \"This isn't a danger to other students.\" This clearly supports the proposed policies rather than opposing them.", "tone": "positive", "tags": ["transgender rights", "bathroom access", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94729", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "There is no such thing as trans rights. It's a made up, delusional fiction for retards.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the premise of the policy, stating \"There is no such thing as trans rights\" and calling it \"a made up, delusional fiction.\" This indicates opposition to adopting the transgender student model policies.", "tone": "negative", "tags": ["transgender rights", "LGBTQ+ inclusion", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94730", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support\" and urges to \"PROTECT AND SUPPORT TRANS RIGHTS!!!!\" This clearly indicates approval of the proposed transgender student policies.", "tone": "positive", "tags": ["trans rights", "LGBTQ+ inclusion", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94731", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans children are our children", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly argues that trans and nonbinary students “deserve to be educated in a safe environment” and says “we need to protect all of our children,” which clearly endorses the regulation’s protective aims. The comment supports listening to students’ concerns, preventing harassment, and creating a safe school environment for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate", "nonbinary students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94732", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose insane bill", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this guidance\" and repeatedly argues against adopting it, calling it an \"insane bill\" and saying schools should not \"promot[e] transgenderism.\" The comment frames the policy as an infringement on parental rights and constitutional rights, indicating clear opposition rather than a request for modification.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "student mental health", "constitutional rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94733", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses adoption of the proposed regulation. The title also says \"Support,\" reinforcing the same position.", "tone": "positive", "tags": ["transgender students", "school policy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94734", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop Experimenting", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks, \"Please do not permit\" the policy and says, \"Do not further poor decisions by experimenting on the whole of a student population.\" They object to transgender-inclusive bathroom, locker room, and sports provisions, arguing these would \"erase girls and women\" and infringe on others' rights.", "tone": "negative", "tags": ["bathroom access", "school sports", "parental rights", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94735", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Treatment of transgender students in school", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I neither support or approve of these proposed guidelines\" and criticizes them as \"radical theories\" that \"eradicate all distinctions between male and female.\" This indicates clear rejection of the proposed policies rather than a neutral inquiry or factual remark.", "tone": "negative", "tags": ["gender identity", "transgender students", "school policy", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "94736", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the remark \"Strongly Support\" and repeatedly endorses the policy as \"a step towards providing a safe learning space for all students.\" They also say the model policies offer \"an opportunity to do better going forward\" and want state policies to reflect \"freedom and respect\" for transgender and gender-expansive students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "safe learning environment", "nonbinary students", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90603", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"one of the worst pieces of legislation I have ever seen\" and stating \"Do not pass it.\" This is a clear request to reject the regulation.", "tone": "negative", "tags": ["transgender policy", "opposition", "legislation"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90604", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and calls the policy \"a very dangerous policy\" that \"does not serve the students or their parents.\" They argue schools should not participate in it and instead want \"qualified Mental Health Professionals,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "mental health", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90605", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not force this garbage down our kids' throats!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"Do not force this garbage down our kids' throats\" and \"Please dump this evil leftist liberal godless crap!\" They argue against transgender recognition and accommodations, including school sports and bathrooms, indicating they want the regulation rejected rather than adopted.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "school sports", "bathroom access", "student privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90606", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "treatment of transgender guidance - I vote no.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I vote NO\" and repeats \"I vote NO to the 'treatment of transgender' policy being proposed.\" They also object to schools \"encourage and expound on gender identity crisis,\" indicating rejection of the regulation rather than support with changes.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "school policy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90607", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Condemn!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"strongly condemn\" any school action that would \"help to facilitate a child's gender transition activities\" without parental consent. They argue this should be left to parents and reject the policy as part of \"the left's agenda,\" indicating clear opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "gender transition", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90608", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues that schools should \"stop trying to indoctrinate social agendas,\" which indicates rejection of the proposed transgender student policies. The comment does not suggest any modifications or support for adoption.", "tone": "negative", "tags": ["transgender students", "school policy", "indoctrination", "curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90609", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Inclusive Schools are Vital. I support this effort.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this effort\" and thanks the agency for \"support[ing] transgender students.\" They also endorse \"safe, supportive, and inclusive learning environments,\" indicating approval of the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive schools", "evidence-based practices"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90610", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support and protect all children", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges protection for transgender students and endorses the policy goals, saying children should be able \"to feel protected\" and \"use a restroom they are most comfortable in.\" The closing appeal to \"lead with love, compassion and empathy\" clearly supports adoption of the regulation.", "tone": "positive", "tags": ["transgender students", "bathroom access", "student safety", "bullying prevention", "compassion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90611", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender rights", "truncated": false, "stance": "support", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly says transgender individuals \"deserve the rights accorded to those of us who haven’t had to make this choice,\" which supports protections for transgender students. The comment is sympathetic and does not express any objection to the proposed policies.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "student rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90612", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Greatly support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Greatly support\" and describes wanting their transgender son to be accommodated under the policy. They argue he should be able to use the girls bathroom because the boys bathroom has been unsafe and he has been \"held against his will, harassed and bullied.\"", "tone": "mixed", "tags": ["bathroom access", "student safety", "bullying prevention", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90613", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly OPPOSE!\" and argues the policy is \"not for our school system to decide.\" They also object that \"Children cannot handle this\" and that it should not be \"pushed on parents who don’t agree or support it,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "age appropriateness", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90614", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strongly opposed\" and argues against allowing transgender students to use bathrooms or dressing areas matching their gender identity. She says she is \"not comfortable\" with this policy, calls it \"extremely inappropriate,\" and urges a separate private option instead of the proposed approach.", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "parental rights", "sex-specific facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90615", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Live and Let Live", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the proposal is \"bad policy and financially costly\" and concludes, \"There is a better way than this policy.\" They also state they are \"strongly opposed\" to the school system \"assuming the role of parent\" and argue the policy undermines parental involvement and girls' sports fairness.", "tone": "negative", "tags": ["parental rights", "school sports", "cost", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90616", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strongly Oppose\" and concludes, \"This policy is NOT the answer.\" They object to key provisions, especially privacy and facility access, stating that a \"biological male should NEVER be allowed in a biological females restroom or changing room.\"", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90617", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and argues the policy is \"nothing more than a political issue\" that \"should never have been encouraged, much less considered.\" They also say it \"infringes on their rights\" and should be replaced with treatment for children they view as \"confused.\"", "tone": "negative", "tags": ["transgender students", "mental health", "parental rights", "student rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90618", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Gender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support and will ask you not to support any policy\" that removes parental authority, and repeatedly argues the policies are harmful and \"political agendas.\" The overall message rejects the proposed transgender student policies and calls for parents to retain decision-making authority.", "tone": "negative", "tags": ["parental rights", "school choice", "transgender students", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90619", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy- STRONGLY oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this policy\" and calls it a \"Terrible, horrible, awful, STUPID idea.\" They argue it creates a \"dangerous precedent\" and would lead to \"sexual assault and harassment cases within schools,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["student safety", "sexual assault", "harassment", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90620", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY APPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY APPOSE,\" \"I do not approve,\" and \"PLEASE DO NOT PASS THE PROPOSED POLICIES.\" They object to parental notification limits and to allowing restroom/locker room access based on gender identity, calling the policy a threat to their rights as a parent and to their daughters' privacy and safety.", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "privacy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90621", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model policies for transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose this policy,\" which directly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90622", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says \"Strongly opposed\" and adds \"This is wrong!\" indicating rejection of the proposed policies. The warning that \"You will end up with people abusing this\" further shows opposition based on perceived misuse or harm.", "tone": "negative", "tags": ["transgender students", "privacy", "student safety", "abuse concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90623", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this legislation\" and states that schools and stakeholders \"would all benefit greatly\" from a trans student inclusion policy. The comment is clearly endorsing adoption of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school policy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90624", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I am FOR this anti discrimination policy.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am FOR this anti discrimination policy,\" which directly supports adoption. They further endorse it as helping ensure that \"ALL students are treated fairly\" and recognized, indicating approval of the regulation's purpose.", "tone": "positive", "tags": ["anti-discrimination", "student rights", "LGBTQ+ inclusion", "fairness"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90625", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the transgender bathrooms!\" which clearly rejects the policy. The follow-up, \"Leave them as they’ve always been!\" indicates opposition to changing bathroom access for transgender students.", "tone": "negative", "tags": ["bathroom access", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90626", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in VA Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says they \"do not agree\" with schools \"interfering with the sexual orientation of children\" and \"vehemently disagree[s] with policies that withhold important information from parents.\" Although they support protecting children from bullying and harm, the overall thrust is opposition to the proposed transgender student policies as written.", "tone": "negative", "tags": ["parental rights", "privacy", "LGBTQ+ inclusion", "school policy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90627", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE! Opening the door for molestation/assault/rape", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE!\" and argues the policy is \"ridiculous\" and will \"open doors for molestation, assault and/or rape.\" They clearly want the regulation rejected, citing fears about bathroom access and safety risks.", "tone": "negative", "tags": ["bathroom access", "student safety", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90628", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and closes with \"Please support this legislation.\" They also argue that schools should be \"a place of safety and respect for transgender students and all students,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90629", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposition to proposed guidelines for transgender education in Virginia schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"strong opposition to the currently proposed transgender guidelines\" and says they \"seek to promote and force transgender views upon children.\" They also object that the guidelines \"disregard the rights of parents\" and are \"morally wrong and contrary to the Bible,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90630", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Lgbtq students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says public school policies should \"reflect the reality of diverse demographics\" and \"support the needs of all students, especially LGBTQ students.\" They also state that \"inclusive school policies is an important step,\" which clearly endorses the regulation's inclusive approach.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "inclusive policies", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90631", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Shared restroom", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy as \"ridiculous\" and threatens legal action if \"boys are going into restrooms\" where their granddaughter may be. This indicates opposition to the regulation, specifically its implications for restroom access by transgender students.", "tone": "negative", "tags": ["bathroom access", "student safety", "privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90632", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose! Your rights end when others' begin", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly signals opposition in the title, \"Oppose!\" and repeatedly argues the policies should not be adopted, calling them \"big changes\" that would \"infringe on the rights of many other people.\" They also say the proposal is \"blatant and illegal over-reaching,\" would create lawsuits, and is harmful to girls and parents' rights.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90633", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not support!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Do not support!\" and calls the policy \"complete government overreach.\" They argue it will \"take away the responsibility parents have for their own children\" and claim it will not help the trans community, indicating clear opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90634", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am registering my strong opposition\" to the changes and urges officials to be \"reversing and not implementing these directives.\" They object specifically to \"preferred pronouns\" and \"use of bathrooms,\" arguing the rules will harm students' mental health.", "tone": "negative", "tags": ["bathroom access", "pronouns", "mental health", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90635", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the adoption of this model guidance.\" They also express approval of the policy goals by stating, \"All children need to feel loved and supported for whoever they are.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90636", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Treatment of Transgender Students-Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed Model Policies\" and repeats that they are \"strongly opposed\" at the end. They object to specific provisions such as parent notification, pronoun use, and bathroom/locker room access, indicating rejection of the regulation rather than support with changes.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "pronouns", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90637", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender in schools - strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the transgender in schools in Virginia,\" which directly rejects the proposed policy. They also argue for \"separate bathrooms for these folks,\" indicating they want the guidance weakened or rejected, especially on bathroom access.", "tone": "negative", "tags": ["bathroom access", "parental rights", "privacy", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90638", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please continue to support our trans students\" and argues they \"need to be treated with the same respect as their peers.\" They also describe the rules as \"overdue,\" indicating approval of the regulation and its protections.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "bullying prevention", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90639", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE 100 PERCENT", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE 100 PERCENT,\" indicating clear rejection of the proposed policies. The phrase \"It's sick this is even up for discussion\" and the derogatory reference to \"Perverts\" show opposition to the regulation and its subject matter.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "harassment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90640", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support adopting the proposed guidelines\" and frames the policy as necessary to \"keep trans kids safe and supported.\" The rest of the comment reinforces approval by emphasizing a \"safe and supportive learning environment free from discrimination and harassment.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90641", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Strongly Oppose\" and argues the policy would let students \"claim to be either a biological male or female... without providing any evidence,\" which they say makes compliance impossible. This is a clear rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "student identity", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90642", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VA schools transgender plans", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and rejects school involvement in transgender-related policies, stating \"Keep the school system out of our families\" and \"Leave the parenting to the parents.\" The voucher remark reinforces opposition to the proposed school guidance rather than support for it.", "tone": "negative", "tags": ["parental rights", "school policy", "vouchers", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90643", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Endorse Providing Guidance to Educators", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Endorse Providing Guidance to Educators\" and argues that \"adult guidance is needed\" and that adults \"deserve good information\" to support all students. The comment supports the regulation’s purpose of providing guidance for transgender and non-transgender children alike.", "tone": "positive", "tags": ["educator guidance", "LGBTQ+ inclusion", "student support", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90644", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY Oppose!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I STRONGLY oppose this Bill!\" and repeatedly calls it \"horrific,\" asking that the proposal be removed and its sponsors \"removed from office.\" The body argues against transgender affirmation for children and frames the policy as harmful to kids and parents.", "tone": "negative", "tags": ["transgender students", "parental rights", "child welfare", "mental health", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90645", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the guidance document proposal for treatment of transgender students.\" This is a clear rejection of the regulation with no qualifying support or suggested amendments.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90646", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Revisions for VA School System - Very Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the revisions are \"Very Strongly Support\" and calls them \"long overdue.\" They also praise the policy as providing \"legal protection and support\" and say it will \"save the lives of many Trans / Non-Binary youth.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "transgender students", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90647", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE transgender mandates for public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the Virginia Department of Education's currently proposed transgender guidelines for public schools\" and calls them \"unacceptable controls over children.\" They also object that the guidelines \"deny parents their rights toward their children,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender policies", "public schools", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90648", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!!!!\" and argues against students sharing \"restrooms or locker rooms with someone of the opposite sex,\" which rejects the proposed transgender student policies. The comment does not suggest amendments; it opposes adoption outright.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student privacy", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90649", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Oppose\" and says \"This infringes on the rights of parents,\" indicating rejection of the proposed policies. The statement that it \"doesn’t protect the privacy of all children\" further criticizes the regulation rather than supporting it with modifications.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90650", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender ideology in Virginia schools.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose transgender ideology in our schools,\" which clearly rejects the proposed policies. They also argue it would be \"harmful to our children\" and would \"undermine parental rights,\" indicating opposition to adoption.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90651", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"STRONGLY SUPPORT\" and states they are \"in support of policies that acknowledge and protect transgendered students.\" They further argue the policies are necessary for student safety and to avoid liability, indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90652", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"strongly opposed\" and rejects the policy as \"not the answer.\" They object to transgender students using the same \"restrooms and locker rooms\" and ask for separate facilities instead, indicating opposition to the regulation as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student privacy", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90653", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "when did it become acceptable to discriminate against one group to pander to another?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter argues the policy is \"discriminating against another\" group and says it creates risk by allowing access to \"women only areas.\" They explicitly warn that these changes \"need to be thought through\" and imply the regulation should not be adopted as written.", "tone": "negative", "tags": ["privacy", "bathroom access", "student safety", "LGBTQ+ inclusion", "women's rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90654", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very strongly opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"very strongly opposed\" and opposes \"this in it’s entirety,\" which clearly indicates rejection of the regulation as a whole. There is no qualifying language suggesting support or a request for modification.", "tone": "negative", "tags": ["transgender students", "opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90655", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!!!!\" and argues the proposal \"goes much further\" than helping transgender students. They object to the gender identity definition, claim it removes parental rights, threatens privacy, and \"compels speech,\" all of which indicate rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "compelled speech", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90656", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree with the Transgender rule changes as proposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly disagree with the Transgender rule changes as proposed,\" which clearly rejects the regulation. They also argue against shared facilities and say \"Taking parents rights to raise their kids as they see fit is wrong,\" indicating opposition to the policy as written.", "tone": "negative", "tags": ["bathroom access", "parental rights", "student privacy", "sex-segregated facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90657", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Education", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they are \"Very strongly opposed\" to the policy and frames it as \"teaching immoral behavior to young minds,\" which clearly rejects adoption. The comment provides no support or conditional approval language.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student education", "moral objections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90658", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and argues the policy would \"discriminate and endanger one group to pander to another,\" which clearly rejects adoption of the regulation. The language targets the transgender student policies themselves rather than asking for changes.", "tone": "negative", "tags": ["transgender students", "discrimination", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90659", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Opposition", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose,\" and argues the policy goes \"TOO far.\" They object to students being \"interrogated without a parent\" and reject rules that accommodate transgender identity, indicating opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90660", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender changes in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I strongly oppose this new plan\" and repeatedly argues against school implementation, especially bathroom access: \"should 2 children of a different sex share a bathroom??? Absolutely not.\" They also say they would homeschool their children if it is passed, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["bathroom access", "student safety", "parental rights", "transgender students", "school privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90661", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE!!\" and argues the proposal is not the state's or school board's role. They object that it concerns \"matters of Faith or Morals\" and insist \"Parents are the primary educators,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "education policy", "school board authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90662", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the proposal, saying \"This proposal is not the answer\" and that \"allowing males to use the ferooms and visa versa isn’t acceptable.\" They argue it would \"invite\" harassment and sexual misconduct, indicating clear opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90663", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The comment explicitly says \"STRONGLY OPPOSE!!!!\" and \"This shouldn’t even be a question!\" indicating clear rejection of the proposed regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["opposition", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90664", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support - Allow children to determine who they are and want to be", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this legislation\" and argues that students should \"be who they are\" and have school be a \"safe space\" for them. The comment endorses the regulation’s purpose of affirming transgender students’ identities and safety.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "identity affirmation", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90665", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE!!\" and argues the proposal is not the state's role, calling it \"indoctrinating our children.\" They also insist that \"Parents are the primary educators\" and that schools should only teach \"reading writing and arithmetic,\" which clearly rejects the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "curriculum", "transgender students", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90666", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly SUPPORT\" and adds \"We need to support all of our students,\" which clearly endorses adoption of the regulation. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90667", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am in strong support of passing this legislation\" and frames the policy as necessary to \"protect and support the transgender community.\" They also endorse the guidance as \"helpful for teachers,\" indicating approval of the regulation as written or with its current approach.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "teacher guidance", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90668", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says \"Strongly oppose!\" and explicitly rejects school involvement in transgender student policies, stating \"Keep the school system out of our families\" and \"Leave the parenting to the parents.\" The voucher remark reinforces opposition to the proposed guidance as a school policy.", "tone": "negative", "tags": ["parental rights", "school policy", "vouchers", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90669", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concerned parent", "truncated": false, "stance": "mixed", "stance_confidence": 0.86, "stance_rationale": "The commenter expresses support for privacy accommodations, saying it is \"very reasonable\" that gender non-conforming students should have access to facilities that help them \"maintain their privacy.\" However, they also raise objections to the bathroom policy, saying it \"poses problems\" for \"mischievous behavior\" and \"concerns for safety,\" and question the budgetary impact. Overall, the comment supports some parts of the policy but opposes key provisions as written.", "tone": "mixed", "tags": ["privacy", "student safety", "bathroom access", "budget concerns", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90670", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly titles the submission \"Oppose\" and argues that schools should not adopt policies that \"preference anyone.\" The references to \"science and reality\" and protecting \"religious freedom and freedom of speech\" indicate disagreement with the transgender student policies as written.", "tone": "negative", "tags": ["religious freedom", "free speech", "student safety", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90671", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this legislation\" and praises the model policies for helping trans and gender nonconforming students feel \"safety and acceptance at school.\" The comment argues the policies will build \"education and acceptance\" and help students \"not live in fear,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "transgender students", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90672", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"OPPOSE!\" and argues that it is \"no body's business\" for the state or schools to decide what children are taught on matters of \"Faith or Morals.\" They also emphasize that \"Parents are the primary educators\" and should alone decide these issues, indicating rejection of the proposed policies.", "tone": "negative", "tags": ["parental rights", "religious freedom", "education policy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90673", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly endorses the policy goals, stating that \"Full inclusion and understanding of transgender students and related issues are much needed.\" This is a clear affirmative statement in favor of the regulation's adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90674", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The pronoun and bathroom legislation currently being discussed for schools.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I oppose!\" in response to the transgender student policies. The title references \"pronoun and bathroom legislation,\" indicating opposition to the regulation’s core provisions.", "tone": "negative", "tags": ["pronouns", "bathroom access", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90675", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and asks the policy not be adopted: \"Please do not force children\" to follow it. They argue schools should not \"mandat[e] or even involv[e] themselves\" and reject transgender-inclusive facility use, saying kids should use facilities \"according to the genitalia they are born with.\"", "tone": "negative", "tags": ["transgender students", "bathroom access", "parental rights", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90676", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" the policy and objects to key provisions, including using \"preferred pronouns\" and allowing students to use \"any bathroom or locker room they choose.\" They argue the policy \"eliminates privacy and safety,\" indicating rejection of the regulation as written.", "tone": "negative", "tags": ["pronouns", "bathroom access", "locker rooms", "privacy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90677", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues the policy means to \"Ignore the science\" and \"ignore biology\". They also object to teachers being forced to act against their conscience and call the policy an \"unnecessary distraction,\" all of which indicate rejection of the regulation.", "tone": "negative", "tags": ["biology", "teacher conscience", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90678", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Issues", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy’s premise, saying schools should focus on \"the child's mind not their gender\" and that adults encouraging gender change is \"CHILD ABUSE.\" They also argue public education is \"trying to destroy\" families rather than support them, indicating opposition to the transgender student policies.", "tone": "negative", "tags": ["transgender students", "parental rights", "gender identity", "public education", "family values"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90679", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No to this trans crap!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with \"No to this trans crap!\" and argues against encouraging transgender identity in schools. They also claim it would create safety and privacy risks, saying it would put \"boys at risk\" and \"girl[s] at risk\" and objecting to opposite-sex supervision in bathrooms/changing rooms.", "tone": "negative", "tags": ["transgender students", "student safety", "privacy", "bathroom access", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90680", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "transgender agenda", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am totally against the policy going forward in our county,\" which clearly rejects adoption. They also object that the policy \"keeps the parents... in secret\" and raises fears about restroom access, indicating opposition to the transgender student policy.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90681", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "For God’s sake... Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support!\" and closes with \"Support laws and guidance that support trans people.\" They also urge readers to \"Trust science\" and reject \"hate and fear,\" clearly endorsing adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "human rights", "anti-discrimination", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90682", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states \"Oppose this,\" which directly indicates rejection of the proposed regulation. No qualifying language or request for modification is provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90683", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Absolutely oppose\" and repeatedly calls the policy \"appalling\" and \"dangerous.\" They argue it would \"force\" affirmation, undermine parents' authority, and constitute an \"assault\" on conscience, expression, privacy, and religion, all of which indicate clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "LGBTQ+ inclusion", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90684", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this policy\" and repeats that they \"strongly oppose this proposed policy.\" They argue it is \"dangerous,\" \"undermines parents/family units,\" and object to bathroom/changing-room access, indicating rejection of the regulation rather than support with changes.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90685", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Schools aren't parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it an \"appalling premise\" and saying it is \"morally wrong and reprehensible.\" They argue the schools should not \"know better than parents\" and object to reporting concerns to CPS and not \"outing\" students to parents.", "tone": "negative", "tags": ["parental rights", "transgender students", "child protective services", "privacy", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90686", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose this", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose this\" and argues that \"Bathrooms should be limited to the biological gender,\" which rejects the transgender student policy. The phrase \"Keep the bathrooms a safe place for our kids!\" indicates opposition based on bathroom access concerns.", "tone": "negative", "tags": ["bathroom access", "student safety", "gender identity", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90687", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not support Transgender rules.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I do not support the new transgender policy\" and argues against bathroom access based on gender identity, pronoun requirements, and shared facilities. They frame the policy as a threat to \"my daughter\" and call it a \"violation of free speech,\" indicating clear opposition rather than a request for modification.", "tone": "negative", "tags": ["bathroom access", "parental rights", "free speech", "pronouns", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90688", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and urges, \"Keep transgenderism out of our schools,\" which clearly rejects the proposed policies. The statement that schools should not \"lie to their parents\" also indicates opposition to the regulation's treatment of transgender students.", "tone": "negative", "tags": ["transgender students", "parental rights", "school curriculum", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90689", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender guidelines proposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Oppose transgender guidelines proposed\" and says the guidelines would \"bind teachers to compliance with confusing guidelines.\" They argue students should not be able to change pronouns in school and that teachers must remain the authority, indicating rejection of the proposed policy.", "tone": "negative", "tags": ["transgender students", "teacher authority", "pronouns", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90690", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I do not approve of this movement.", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says, \"I do not approve\" of the policy and gives a reason tied to religion: \"because of my religion.\" This indicates opposition to adopting the regulation.", "tone": "negative", "tags": ["religious freedom", "transgender students", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90691", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I don't approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I don't approve\" and states the policy \"Is against my Christian believes,\" indicating opposition to the regulation. No supporting or neutral language is present.", "tone": "negative", "tags": ["religious freedom", "transgender students", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90692", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I don't approve", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I don't approve,\" and argues that \"the government should not push these beliefs on out children.\" They also state that \"the parents are in charge,\" indicating opposition to the proposed transgender student policies.", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90693", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"STRONGLY OPPOSE\" and repeats, \"I strongly oppose,\" which clearly indicates rejection of the regulation. No supporting arguments or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90694", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and repeatedly argues the policy is a \"BAD idea\" that should not be adopted. They object to shared facilities for transgender students, saying it would put \"men and women in the same bathroom/changing rooms/showers\" and calling for only limited accommodations instead of the proposed policy.", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "modesty", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90695", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed\" and urges the state to \"oppose these policies.\" They frame the regulation as \"forcing LGBTIA+ ideology on school students\" and ask the state to reject it rather than adopt it.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "student safety", "locker rooms", "school sports"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90696", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for Model Policies for the Treatment of Transgender Students in Virginia Public Schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"strong support for the Model Policies\" and says they are \"essential\" for ensuring children can learn free from discrimination and harassment. The comment also praises the policies as providing \"excellent education and guidance\" and upholding desired values in schools.", "tone": "positive", "tags": ["transgender students", "nondiscrimination", "student safety", "harassment prevention", "parental support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90697", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly Oppose!\" and provides no qualifying language or support for the regulation. This is a clear rejection of the proposed policies.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90698", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Strongly Oppose\" and \"how fiercely I oppose this idea,\" which clearly rejects the regulation. They also object to \"hide something so significant from a child’s family\" and say it would \"disregard the peace and comfort of so many,\" indicating opposition to the policy’s transgender student privacy provisions.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90699", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender bathroom", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose,\" which clearly indicates rejection of the proposed regulation. The title \"Transgender bathroom\" suggests the opposition is directed at transgender-related school facility policies, though no further detail is provided.", "tone": "negative", "tags": ["bathroom access", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90700", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly oppose\" in both the title and body, which clearly indicates rejection of the proposed regulation. No qualifying language suggests support or neutrality.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90701", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose these model policies\" and repeats, \"I strongly oppose these policies.\" They also argue the policies are unsafe and exclude parents, saying they \"cut out parents to a crazy degree\" and threatening to withdraw their children from public school if adopted.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "student safety", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "90702", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I DO NOT SUPPORT THIS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This is not something that I will support\" and repeatedly argues against \"this transgender non sense.\" They ask to \"stop the madness\" and frame the policy as causing \"more drama and more bullying,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "bullying prevention", "student safety", "religious freedom", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97143", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Yes to student protections", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this addition\" and praises the policy as \"a start.\" They frame it as beneficial for \"student protections\" and for students' \"growth and well-being,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["student protections", "LGBTQ+ inclusion", "school staff", "student well-being"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "oppose proposed VDOE transgender rules", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says it is \"unconscionable\" for VDOE to propose the rules, indicating rejection of the regulation. They object that the rules would \"hide information relating to minors from parents\" and \"criminalize parents' religious beliefs,\" both of which are arguments against adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "religious freedom", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans Rights are Human Rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the document\" and praises the guidance as \"an excellent job\" and \"a reasonable document.\" Although they note the policies \"should not be necessary,\" the overall position is clearly in favor of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans youth!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy with the title \"Support trans youth!\" and argues that \"Trans students have the right to be safe and respected at school.\" The phrase \"It’s not indoctrination, it’s common decency\" further indicates approval of the regulation's protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Reviewed \"Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools\"", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"support it\" and adds approval that it is \"about time we protect our transgender children in school.\" This is a clear endorsement of adopting the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Is this the public education system or the public indoctrination system?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter repeatedly calls the policy a \"ridiculous proposed policy,\" says \"I don’t want my kids subjected to this nonsense,\" and argues it should be kept away from most children. Although they express support for students with gender dysphoria, that support is paired with a clear rejection of the regulation as written and a desire to \"leave the majority of children out of this.\"", "tone": "negative", "tags": ["transgender students", "parental rights", "school curriculum", "pronouns", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT TRANS LIVES AND SUPPORT THIS MEASURE!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this measure implementation\" and repeatedly urges to \"SUPPORT THIS MEASURE.\" The rest of the comment reinforces approval of protections for transgender students, including \"PROTECT TRANS LIVES\" and rejecting claims that it is \"anti-science.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97150", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose the model policy,\" and the body repeatedly argues against core provisions on pronouns, facilities, privacy, parental notification, and athletics. Although they endorse a small part of the document on dress codes and single-user bathrooms, the overall position is clearly rejection of the policy as written.", "tone": "negative", "tags": ["transgender students", "bathroom access", "privacy", "parental rights", "school sports"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Don't support gender politics in schools...it undermines a child's first teachers, the parents.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Don't support gender politics in schools\" and calls the policy \"ludicrous,\" indicating clear opposition to the regulation. They argue it would \"undermine the authority of parents\" and that schools are acting \"against them,\" which shows they want it rejected rather than adopted.", "tone": "negative", "tags": ["parental rights", "gender identity", "public schools", "family rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Virginia Department of Education Model Policies for Transgender Students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says \"there are parts of the legislation that harm\" students and parents, calls the proposed approach \"dangerous,\" and argues it takes away \"Constitutional and ethical rights of the parents.\" They explicitly urge the department to \"take a step back\" and \"look at the situation again,\" indicating opposition to adoption as written.", "tone": "negative", "tags": ["parental rights", "student privacy", "gender dysphoria", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose to this Document", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose to this Document\" and repeatedly argues it \"must be stopped now.\" They object to schools addressing transgender topics, saying it is \"not right to teach this to children\" and should not be part of school.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "curriculum", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!\" which directly endorses the regulation. The phrase \"Trans rights are human rights!\" reinforces approval of the transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "civil rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Supporting Trans Students Allows for Better Learning", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policies, saying \"The model policies put forth are a small task\" and arguing they improve learning by reducing stress for trans students. The comment frames accommodations like restroom access and chosen names as beneficial and necessary for student success.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "bathroom access", "student well-being", "learning environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT TRANS PEOPLE", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"SUPPORT TRANS PEOPLE\" and \"SUPPORT TRANS LIVES !!!!\" which clearly endorses the regulation’s transgender protections. There is no language opposing or questioning the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly titles the comment \"Oppose\" and urges VDOE to \"make a more inform decision about this bill\" after criticizing the policy direction as harmful. Although they say they are \"not advocating of the harassment of any children,\" the overall message argues against the regulation and frames it as risking \"a lost generation.\"", "tone": "negative", "tags": ["transgender students", "scientific evidence", "student safety", "school policy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concerned teacher", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"concerned about the transgender policy proposed here\" and argues it is \"the antithesis of truth and goodness.\" They repeatedly reject the policy, saying it would \"reinforce a lie,\" force restroom and sports participation changes, and \"push Christian educators outside of the public sphere.\"", "tone": "negative", "tags": ["religious freedom", "bathroom access", "school sports", "student privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and argues that \"We must protect trans kids in our education system.\" They also cite evidence about pronoun respect and suicide prevention to justify adopting the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "pronouns", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Groovy", "truncated": false, "stance": "support", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly says, \"I agree and think it should be added,\" which indicates support for adopting the regulation. The caveat \"as long as it’s fair for everyone and no one abuses the system\" suggests a conditional endorsement rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "fairness", "policy implementation"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Suppor! All children deserve humane treatment", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support adopting this guidance for schools\" and further endorses it by stating, \"We must treat children with dignity and respect.\" This is a clear affirmative position on adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student dignity", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy & education of students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I strongly oppose any policy-making or curriculum development re transgenderism,\" which directly rejects the proposed guidance. They also add, \"This is not a subject teachers should have to deal with,\" indicating opposition to implementing the policy in schools.", "tone": "negative", "tags": ["transgender policy", "curriculum", "teacher responsibilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender School Guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the guidelines are \"one-sided, controversial, extreme\" and argues they \"should be rewritten\" by more balanced drafters, indicating opposition to adoption as written. They also reject multiple core provisions, including parent notification limits, name/pronoun accommodation, and gender-neutral attire requirements.", "tone": "negative", "tags": ["transgender students", "parental rights", "privacy", "school records", "dress codes"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly disagree\" and argues that elementary school children are \"much to young\" to make these decisions. They also reject the policy’s implications for dress codes and facilities, saying it would be \"terrible\" and would \"increase the number of rapes and assaults.\"", "tone": "negative", "tags": ["transgender students", "elementary school", "sex-specific facilities", "dress code", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this measure.\" They also affirm the policy’s subject matter by stating, \"Trans people exist and sometimes those people are kids too!!!\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO!!!!!!! No!!!! No!!!! No!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, opening with \"NO!!!!!!! No!!!! No!!!! No!!!!\" and arguing that it is \"reckless\" to teach children about transgender issues. They also say it is \"not the government’s job\" to address this topic in schools, indicating opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "age appropriateness", "school curriculum", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "What’s next", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The commenter explicitly says, \"I oppose,\" which directly indicates opposition to the proposed policies. The phrase \"WHATS NEXT\" adds no support or substantive qualification, so the clearest reading is rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97168", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Respect All", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says that \"Everything else in the proposal is confusing and often illogical\" and criticizes it as \"pushing ideological agendas,\" indicating rejection of the regulation as proposed. While they endorse one sentence about treating students with respect, the overall message is that only that line should remain and the rest should not be adopted.", "tone": "negative", "tags": ["transgender students", "parental rights", "ideological agenda", "student dignity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support fully support trans youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"support\" and the title states \"fully support trans youth,\" indicating clear approval of the proposed policies. There is no language suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Policies are short sighted: Don't incorporate parents or the thoughts/concerns of other students", "truncated": true, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter repeatedly says the guidance is \"short sighted,\" \"will do much more harm than good,\" and argues it should be changed to focus on counseling rather than the current protections. They explicitly object to the policy's handling of pronouns, student privacy, and the \"lack of inclusion of parents/guardians,\" indicating opposition to adoption in its present form.", "tone": "negative", "tags": ["parental rights", "counseling", "pronouns", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly endorses transgender rights with the title \"Trans rights are human rights\" and states that \"All individuals deserve the freedom to live as they choose and to express themselves as they wish.\" This aligns with supporting the proposed policies protecting transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"support trans youth\" and argues that \"an inclusive curriculum and a learning environment safe from discrimination is a basic human right.\" They describe the harms of exclusion and endorse the regulation’s goal of protecting transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "inclusive curriculum", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% SUPPORT this! There shouldn’t even be a debate about this. Trans children deserve protection!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% SUPPORT this!\" and argues that \"Trans children deserve protection,\" indicating clear approval of the regulation. They also urge, \"Do not let their fear put the lives of Trans children in danger!\" which reinforces support for adoption.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "anti-discrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Disgusting. Please NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the regulation with phrases like \"Disgusting. Please NO!\" and \"Absolutely NOT!\". This is a clear call for the policies not to be adopted.", "tone": "negative", "tags": ["transgender students", "opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE - this is creating social pressure to BECOME trans", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"OPPOSE\" and argues the policies are harmful, saying they create \"social pressure to BECOME trans\" and that schools should \"treat children biologically.\" They also claim the proposal lacks protections against \"predatory practices,\" indicating rejection rather than support or a neutral request for information.", "tone": "negative", "tags": ["transgender students", "parental rights", "student privacy", "school safety", "predatory concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for the Treatment of Transgender Students in Virginia's Public Schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I oppose the Model Policies for the Treatment Virginia's public school\". Although they affirm dignity and respect, they reject the policy because they believe it would violate their right to refer to \"the God given gender\" as determined by DNA.", "tone": "mixed", "tags": ["religious freedom", "gender identity", "parental rights", "free speech"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Seek to support the whole child - concerns with current proposal", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"very concerned about these proposed model policies\" and urges the agency to reconsider them, arguing they \"infringe on parental rights\" and could have unintended consequences for children. They repeatedly criticize the policies as encouraging \"immediate and total affirmation\" and as potentially hiding information from parents, which indicates opposition to adoption as written.", "tone": "negative", "tags": ["parental rights", "transgender students", "privacy", "adolescent development", "school communication"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97178", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support!!!!!! support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"support!!!!!! support\" and adds \"support trans kids making informed decisions that will benefit their wellbeing,\" which clearly endorses the regulation. There is no indication of مخالفة or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student wellbeing", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support creating a better future for trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"strongly support[ive]\" of the policy and calls it \"an important and valuable start\" and hopes it \"comes into full force and effect.\" They repeatedly endorse adoption because it would help trans students feel \"safe and supported\" and protect privacy, names/pronouns, and bullying prevention.", "tone": "positive", "tags": ["transgender students", "privacy", "bullying prevention", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly oppose,\" which directly indicates rejection of the proposed regulation. No additional context or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97180", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose,\" which clearly indicates rejection of the proposed regulation. No additional context or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "unfortunately; this policy has many serious issues that violate the rights of and discriminate again", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter repeatedly says the policy \"has many serious issues,\" \"should not\" be taught, and \"should be changed\" or written differently, indicating clear opposition to adoption as drafted. They argue it violates parents' rights, religious freedom, privacy, and forces pronoun and facility accommodations they reject.", "tone": "negative", "tags": ["parental rights", "religious freedom", "pronouns", "bathroom access", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and supports that position with a religious citation: \"from the beginning of the creation God made them male and female.\" This indicates opposition to the transgender student policies rather than a neutral or informational comment.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly writes \"SUPPORT\" and enthusiastically endorses the policy with \"SUPPORTTTTTT TRANS KIDS!!!!!!!!\" This is a clear affirmative position in favor of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that the policies are needed to \"protect trans kids in our education system.\" They also cite suicide-prevention benefits of respecting pronouns, indicating approval of the regulation's purpose and adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "pronouns", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Wholeheartedly approve!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Wholeheartedly approve!\" and states that \"These guidelines outline policies that will provide a safe, supportive, and kind school environment for all children.\" The comment consistently endorses the regulation as beneficial for student well-being and learning.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "school climate", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I stand in support of trans kids in Virginia\" and \"strongly support this legislation,\" which clearly endorses adoption of the policy. There is no opposing or qualifying language.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Think of all who will be effected", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The commenter urges readers to \"think about this from all angles\" and emphasizes \"all the bad the horrible things this can bring,\" which indicates opposition to the proposed policies. Although the comment is vague and does not name specific provisions, its overall message is clearly negative toward adoption.", "tone": "negative", "tags": ["transgender students", "school policy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT TRANS YOUTH", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"SUPPORT\" and the title \"SUPPORT TRANS YOUTH\" clearly endorses the proposed policies. There is no language indicating any objection or qualification.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"The proposed policy is a good start\" and frames the policy as necessary because of \"ignorant and intensely discriminatory comments.\" They also express personal approval and wish it \"could've been in place\" during their schooling, indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "nondiscrimination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Freedom", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly endorses allowing students to identify or change genders: \"they should be allowed to do so.\" They also support protections in school, saying \"Kids should be protected to avoid harassment for their gender or sexual identity,\" which aligns with the proposed transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose the Policy Guidance", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am OPPOSED to the State inflicted Policy Guidance\" and asks that it not be adopted. The rationale centers on objections that it excludes parents and violates \"religious freedom\" and constitutional rights, indicating clear opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "constitutional rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support trans children", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support this policy,\" which directly endorses adoption of the regulation. The title, \"Strongly support trans children,\" reinforces that positive position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT SUPPORT SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy and VA lawmakers should too,\" which directly endorses adoption. The rest of the comment reinforces support for transgender students and argues against those who want them to have \"less human rights.\"", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student rights", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Reject the policy guidance document", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Reject the policy guidance document\" and calls the policy \"outrageous.\" They ask to \"revise the policy\" to add protections against \"a biological boy sharing a bathroom or locker room\" with their daughter, indicating opposition to the proposed guidance as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "student privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I say no to this proposed policy and very strongly oppose it.\" The body repeatedly argues the policies are harmful, promote deception, infringe on parents' rights, threaten privacy, and burden teachers, all of which indicate rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "religious freedom", "bathroom access", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly support-- support trans kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"strongly support\" and \"support trans kids,\" which clearly endorses the regulation. The statement \"Trans kids deserve to be protected in schools\" aligns with the policy’s goal of protecting transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "school protection"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed on Ethical Grounds - Encourage Dialogue instead of Silencing Concerns", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says they have \"significant ethical concerns\" about the proposed guidelines and asks legislators to \"please think further about this topic,\" indicating they do not want the policy adopted as written. They object to taking a student's gender identity \"at face value,\" keeping information from parents, and what they describe as \"compel[led] speech,\" all of which show opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "compelled speech", "gender identity", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE - No statewide mandate!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE - No statewide mandate!!\" and states \"I oppose the state taking such a blanket one-size-fits-all approach.\" They argue that \"Trans/gender issues are not the state's business\" and that these are \"PARENTAL issues,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "state authority", "transgender policy", "local control"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The proposed Virginia Department of Education transgender policy is wrongheaded and evil.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly calls the policy \"wrongheaded and evil\" and says it \"will also trample the rights of others,\" indicating clear opposition to adoption. They argue it gives schools too much authority over children and excludes parents from decisions, which is a substantive objection to the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "student privacy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97201", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"SUPPORT\" and reinforces it with \"strongly support!\" This is a clear endorsement of adopting the proposed regulation.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97202", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly support,\" which directly indicates approval of the proposed regulation. No contrary language or qualifications are provided.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97203", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No! Strongly oppose.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and argues against the policy by warning it will lead to harm in \"bathrooms and locker rooms.\" The rhetorical questions about pregnancy, STDs, and foster care are presented as reasons to reject the regulation rather than amend it.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97205", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please stop", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly asks, \"Please don't do this,\" indicating opposition to the proposed transgender student policies. They argue it could have a \"serious negative and lasting impact\" and say, \"Let them choose as adults,\" which supports rejecting or delaying the regulation.", "tone": "negative", "tags": ["transgender students", "student welfare", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97204", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this bill,\" which directly indicates approval of the proposed regulation. The rest of the comment reinforces support for transgender students and the policy's protections, criticizing objections based on religious rights.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "religious freedom", "student rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97206", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely Not", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I Strongly oppose this!\" and repeatedly argues the policy is \"wrong\" and should not be considered. They object to transgender accommodations in schools, including restroom access and the idea that children can make such decisions.", "tone": "negative", "tags": ["transgender students", "bathroom access", "parental rights", "religious freedom", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97207", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly agree!!! this is so important for students in our schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"strongly agree\" and repeats that \"this is so important,\" which clearly endorses the proposed policies. There is no language indicating concern, opposition, or a request for changes.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97208", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "My Identity is NOT up for Debate! Trans student", "truncated": false, "stance": "support", "stance_confidence": 0.86, "stance_rationale": "The commenter identifies as a \"Trans student\" and frames their identity as valid and not subject to debate, which strongly signals support for policies protecting transgender students. Although the comment is very brief and does not explicitly mention the regulation, the wording aligns with endorsement of the proposed guidance.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97209", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The commenter explicitly labels the submission \"Opposed\" and says the policy has \"too many gray areas\" that \"can cause problems,\" indicating rejection of the regulation. The closing statement, \"Virginia can do better,\" reinforces that they want a different approach rather than adoption as written.", "tone": "negative", "tags": ["transgender students", "policy ambiguity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97210", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Extremely Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Extremely Opposed\" and argues the policy is \"wrong on so many levels.\" They claim it violates \"rights and privacy,\" \"parental rights,\" and \"the first amendment,\" and conclude it will not create a safe environment, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "free speech", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97211", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No we don’t need that.", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly rejects the policy, stating \"No, we don’t need that in our school.\" This is a clear opposition to the proposed transgender student policies rather than a request for changes or a neutral question.", "tone": "negative", "tags": ["transgender students", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97212", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly OPPOSE\" and \"I completely disagree with this idea!!\" They argue the policy \"removes parental rights\" and raises concerns about restroom sharing, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "bathroom access", "student privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97213", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No for transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy with the title \"No for transgender\" and argues against \"add[ing] the opposite sex to sports bathroom showets.\" They say schools should not focus on these issues and claim the policy will \"encourag[e] confusion,\" indicating opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "school sports", "bathroom access", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97214", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"STRONGLY SUPPORT\" and adds \"I am extremely supportive of this!!!!!\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97215", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose,\" which directly states opposition to the regulation. They also argue it \"strips parents of basic rights\" and is \"an infringement on religious beliefs,\" indicating they want it rejected.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97216", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE - bad people will lie about being trans", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"OPPOSE\" and argues that the policies would enable abuse, saying \"bad people will lie about being trans\" and that there is \"no way in this bill that a school could penalize appropriately\" if the policies are abused. The comment clearly rejects the regulation on safety and enforcement grounds.", "tone": "negative", "tags": ["bathroom access", "student safety", "privacy", "transgender students", "school discipline"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97217", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this guidance\" and repeatedly endorses the policy goals, including a \"safe learning environment\" and that \"Trans rights and LGBTQIA+ rights should be respected by all.\" They also urge, \"Protect every single person,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97218", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "concerned", "truncated": false, "stance": "support", "stance_confidence": 0.95, "stance_rationale": "The commenter explicitly says, \"Generally support,\" indicating approval of the regulation overall. The rest of the comment raises a specific implementation concern about \"locker room /rest rooms\" and privacy in schools without adequate facilities, which suggests a request for safeguards rather than opposition.", "tone": "neutral", "tags": ["privacy", "bathroom access", "locker rooms", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97219", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I believe this should be something that is adressed at home, and not in the school setting,\" which rejects the policy's school-based approach. They also say, \"I strongly support limiting the participation to biological women,\" indicating opposition to the regulation's transgender student participation provisions.", "tone": "negative", "tags": ["parental rights", "school policy", "women's sports", "sex-specific activities", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97220", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "As a taxpayer I oppose this.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"As a taxpayer I oppose this\" and argues that transgender-related matters should be handled by parents and medical specialists rather than schools. They also say schools should not be \"assigning gender designations\" and that funding should not be used on \"material that should be addressed by parents and family,\" indicating opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "curriculum", "school funding", "transgender students", "school roles"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97221", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"This should NOT even be top priority or even a concern\" and asks, \"Please do not move forward with this!\" They also call the policy \"dangerous\" and \"100% wrong,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97222", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!!!!\" and repeatedly argues the policy is \"psychologically and physically dangerous,\" \"absolutely WRONG,\" and would create \"CHAOS and CONFUSION.\" They also urge schools to \"Stick to teaching MATH, READING, SCIENCE!\" rather than adopt these guidelines.", "tone": "negative", "tags": ["bathroom access", "privacy", "parental rights", "school sports", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97225", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed There should be zero tolerance for bullying", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Opposed\" and argues the proposal \"pushes a singular agenda\" and \"undermines a parent's ability\" to act in their child's best interests. Although they mention \"zero tolerance for bullying,\" the overall thrust is against adopting the regulation as written.", "tone": "negative", "tags": ["parental rights", "bullying prevention", "LGBTQ+ inclusion", "student wellbeing"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97227", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states \"strongly opposed to this,\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": ["transgender students", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "97244", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I have a grandchild who has been diagnosed as transgender.", "truncated": false, "stance": "support", "stance_confidence": 0.93, "stance_rationale": "The commenter asks the agency to \"put you selves in their position\" and to \"Let here be for now as she identified with and help her sustain her successful life,\" which clearly supports policies that affirm the grandchild's transgender identity. The comment expresses concern about the child's future and family support, indicating approval of the regulation's protective intent rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student privacy", "student support", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96141", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "PLEASE SUPPORT OUR CHILDREN!!", "truncated": false, "stance": "support", "stance_confidence": 0.74, "stance_rationale": "The commenter explicitly asks, \"Please don’t let this flop\" and \"Support our children,\" which indicates approval of the proposed policies. The phrase \"All rights matter\" reinforces support rather than opposition, though the comment is brief and somewhat vague.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96142", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Draft model policies for the treatment of transgender studentsD", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says they \"strongly urge that nothing be done\" to advance the policies and objects to \"governmental entities including public schools\" being involved. They also criticize \"denying parents information,\" indicating opposition to the proposed transgender student guidance.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "privacy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96143", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose to the highest degree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose to the highest degree\" and rejects core elements of the policy, including shared \"bathroom or locker room\" access, pronoun use, and school handling of student issues without parental notification. The final sentence expresses strong disapproval of the proposal itself: \"I honestly cannot even believe this is being proposed by the VDOE.\"", "tone": "negative", "tags": ["bathroom access", "locker rooms", "pronouns", "parental rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96144", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Opposed!\" and argues the policies are \"against all religious teaching and basic human morality.\" They also demand punishment for supporters and warn of lawsuits, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "transgender students", "child safety", "lawsuits", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96145", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VERY STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they \"very STRONGLY oppose ALL aspects\" of the policy and explicitly rejects the proposed transgender school guidance. They also argue it is \"harmful for children\" and \"violate[s] the U.S. Constitution,\" indicating clear opposition rather than a request for changes.", "tone": "negative", "tags": ["transgender policy", "bathroom access", "student safety", "religious freedom", "pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96146", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Opposed!\" and argues the policies are \"against all religious teaching and basic human morality.\" They also demand punishment for supporters and warn of lawsuits, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["religious freedom", "child safety", "LGBTQ+ inclusion", "legal threats", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96147", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Agree", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly agree\" and adds that \"we need to protect and include our trans children,\" which clearly endorses the proposed policies. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96148", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "VOTE NO!  OPPOSED!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"VOTE NO! OPPOSED!\" and asks officials to \"NOT add\" gender identity language to the policy. They repeatedly reject transgender students' access to bathrooms and locker rooms, stating \"I cannot support biological males being in my daughter’s bathroom or locker room\" and concluding \"My children won't be taking gym class then.\"", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "gender identity", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96149", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Guidance for trnasgenders in the public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"Totally NUTS!\" and criticizing the Department of Education for focusing on \"this\" instead of \"delivering quality education.\" They also frame the guidance as part of broader political failure, saying \"the libs just keep it up and things keep getting worse and worse.\"", "tone": "negative", "tags": ["transgender students", "public education", "political criticism", "school priorities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96150", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "FULL SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I am in full support of the protection of nonbinary and trans kids\" and frames the policy as necessary protection. They also urge action with \"We must protect ALL children,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96151", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Agree", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Agree\" and adds \"Trans rights are human rights!!!!,\" which clearly endorses the proposed transgender student policies. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96152", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support our trans students and their families", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am fully supportive of creating policy around best practices\" and endorses an \"open and free education/school environment for trans children.\" They also state the policy is \"needed\" to provide protections against \"bullying and discrimination,\" indicating clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96153", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This disgusts me", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, saying \"This disgusts me,\" \"I am sickened,\" and warning they will \"be taking my daughter out of public school if this passes.\" They argue against bathroom access and teacher requirements, framing the policy as dangerous and inappropriate.", "tone": "negative", "tags": ["bathroom access", "parental rights", "teacher speech", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96154", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I am opposed to the proposed legislation\" and repeats that they are \"strongly\" opposed. They object to the policy’s impact on their children’s upbringing and school environment, saying they do not want their children \"learning about such things\" and are considering private school.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "education curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96155", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose transgender\" and argues against the policy's inclusion of transgender students in female facilities. Phrases like \"If you are biological male... you use the male locker room\" show opposition to the regulation as proposed.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96156", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In support of equal rights for all, maintaining the equal rights of women and girls", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter quotes the policy’s goal of a “safe and supportive learning environment” but then argues against transgender-inclusive implementation, saying sports should be “limited to a single biological sex” and that bathrooms should be single-sex spaces. The final sentence says policies should support students “without promoting and reinforcing” gender dysphoria, indicating opposition to the proposed guidance as written.", "tone": "negative", "tags": ["sports", "bathroom access", "privacy", "gender dysphoria", "equal rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96157", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed - Dangerous for Both Cis and non-binary Children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed\" and argues the policy is \"not safe\" for both cis-gender and non-binary students. They ask for \"another way to practice inclusivity\" rather than adopting this regulation, indicating rejection of the proposal as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "non-binary inclusion", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96158", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY DISAGREE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this legislation,\" which directly states opposition to the proposed policies. The rest of the comment argues for sex-based bathroom access: \"If you have male parts you use men’s bathroom\" and \"female parts you use women’s bathroom,\" indicating rejection of the transgender student guidance.", "tone": "negative", "tags": ["bathroom access", "sex-based facilities", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96159", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the proposed transgender guidelines.\" They also object to public funding, stating it is \"wrong to spend my tax dollars to promote issues that I disagree with,\" which reinforces opposition to adoption.", "tone": "negative", "tags": ["transgender policies", "tax dollars", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96160", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Very strongly opposed\" and tells the agency to \"Keep your virtue signaling to yourselves,\" indicating rejection of the proposed policies. The final sentence, \"Stick to reading, writing, and arithmetic,\" further signals they do not want these transgender student policies adopted in schools.", "tone": "negative", "tags": ["transgender students", "school policy", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96161", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support\" and repeats, \"I support this document.\" They also endorse the policy goal of making schools \"a safe and welcoming place for trans students,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96162", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans - students", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" the policy. The phrase \"demonic filth\" shows clear rejection of the regulation and its subject matter.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96163", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and urges officials to \"change this back to separate girl/boy/family rest rooms and locker rooms.\" The body argues against transgender-inclusive access in schools, especially bathrooms and locker rooms, indicating rejection of the proposed policies.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student privacy", "parental concerns", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96164", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this,\" and argues the school should not \"guide my child in deciding there gender.\" They also object to being \"criminalized\" for affirming a gender assigned by God, indicating rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["religious freedom", "parental rights", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96165", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I oppose this policy (provisions for counselling, safety, hypocrisy).", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this policy\" and repeatedly argues against adoption, claiming it \"provides safety for transgender students at the expense of\" others and that it \"mandate[s] an ideology.\" The comment calls for counseling/therapy instead of the policy and frames the proposal as harmful and hypocritical.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety", "privacy", "counseling"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96166", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose!!!!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly Oppose!!!!!!!\" and argues the policy \"will open the door to even more bullying and problems in dressing rooms and bathrooms.\" This is a clear rejection of the proposed regulation based on safety and facility-use concerns.", "tone": "negative", "tags": ["bullying prevention", "bathroom access", "student safety", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96167", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Resounding support from a teacher", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are in \"resounding support\" and that the guidelines will \"empower educators to protect and nurture trans and gender expansive students.\" They also state the policies will give students \"an incredible resource\" and \"dignity,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student dignity", "teacher support", "transgender students", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96168", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "department of education transgender policies in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy’s approach to transgender students, saying \"do not mix us in the school situation\" and arguing that \"biological males need to be in sports, locker rooms and bathrooms with other biological males.\" The comment also says \"Stop taking away womens rights,\" indicating opposition to the regulation’s inclusionary provisions.", "tone": "negative", "tags": ["school sports", "bathroom access", "locker rooms", "women's rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96169", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Compassion, not harmful ideology", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter rejects the policy’s underlying approach, calling it \"objectively and scientifically erroneous ideology\" and saying it has caused \"extensive, well-documented physical and emotional harm to children.\" The title \"Compassion, not harmful ideology\" also signals opposition to the regulation as written.", "tone": "negative", "tags": ["transgender students", "gender dysphoria", "student safety", "child welfare", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96170", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policies \"should be rejected immediately\" and \"wholly rejected,\" which is a clear call to oppose adoption. Although they add that students with gender dysphoria should be treated with compassion, that does not change their overall rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "gender dysphoria", "school sports", "sex-specific activities", "student compassion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96171", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly წერს \"Strongly Support\" and adds the directive \"Protect trans kids,\" which clearly endorses adoption of the policy. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96172", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Full support!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Full support!!!\" and describes the policy as \"a good step\" toward helping trans kids feel \"welcome and safe.\" This clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96173", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Sexual Gestapo", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says they are \"strongly against\" the policy and calls it \"tyranny\" that \"must not be allowed to prevail.\" They also object to \"biological males\" being allowed into locker rooms, indicating clear opposition to the transgender student policies.", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96174", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "mental illness", "truncated": false, "stance": "unknown", "stance_confidence": 0.98, "stance_rationale": "The comment is incoherent and appears off-topic, asking about unrelated forums like \"mental illness,\" \"blindness,\" and \"swim pool regulatiopns.\" It does not express a discernible position on the proposed transgender student policies.", "tone": "unclear", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96175", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Science is 2 genders XX and XY Chromosomes", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says their children will not return to a government school if the policy is implemented and calls it \"FAKE SCIENCE,\" indicating clear opposition to adoption. They also reject transgender students being allowed to use shared facilities, saying they will never attend a school where they are \"allowed to comingle in compromising situations such as bathrooms or locker rooms.\"", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "parental rights", "school choice"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96176", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support 100%", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says they are \"down 100% with this one\" and explains that \"it's important for everyone\" and that \"nobody should get excluded.\" This is a clear endorsement of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "nondiscrimination", "student inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96177", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support the protection of our transgendered students.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support the protection of our transgendered students,\" which clearly endorses the regulation. They further argue that transgender children are \"extremely vulnerable to bullying and discrimination\" and that \"we need to do our part to protect and advocate for this population,\" indicating approval of the policy's purpose and protections.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96178", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"Strongly Opposed\" and argues that these policies \"only divide & separate children, categorized & confused!\" Although they say \"No child should be discriminated against, harassed or bullied,\" the overall thrust is rejection of the proposed transgender-student policies and opposition to state involvement.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "student inclusion", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96179", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Draft transgender educational policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says the proposed policies \"go far beyond\" civil rights concerns and states, \"This is not the kind of policy that should be decided and passed.\" They also object to schools making health decisions without parents' permission, indicating opposition to adoption as written.", "tone": "negative", "tags": ["parental rights", "transgender students", "public input", "school health decisions"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96180", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues that \"Biological sex is the only reasonable means of assigning bathrooms,\" which rejects the policy’s approach to transgender student accommodations. The statement \"It is not safe to do anything else\" further indicates opposition based on safety concerns.", "tone": "negative", "tags": ["bathroom access", "student safety", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96181", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT!  Anyone who disagrees is dumb", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"This action needs to be supported\" and repeats \"Support this.\" The rest of the comment reinforces approval of the policy through language about \"more inclusivity, equality, diversity, and community.\"", "tone": "negative", "tags": ["LGBTQ+ inclusion", "equality", "diversity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96182", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please support trans rights!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy\" and asks to \"support trans rights.\" They also endorse the policy as a way of giving \"trans kids the respect and acknowledgement they deserve,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "student respect", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96183", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STOP!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STOP!!!\" and claims the policies \"threaten the safety of students\" and \"promote keeping parents in the dark,\" indicating clear rejection. They also object that the policies threaten \"RELIGIOUS LIBERTIES\" and push an \"EXTREME LGBT agenda,\" which further shows opposition to adoption.", "tone": "negative", "tags": ["student safety", "parental rights", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96184", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently OPPOSE this legislative abomination!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vehemently OPPOSE\" and repeatedly urges, \"Please do not pass this legislative abomination!\" They argue the policy restricts parents' rights, allows \"boys... using girls' restrooms,\" and call it \"unconstitutional,\" all of which indicate clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "bathroom access", "religious freedom", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96185", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this movement,\" which directly rejects the proposed policies. They also argue it \"causes internal and purposeful conflict and harm\" and creates \"confusion and self doubt,\" indicating opposition to adoption.", "tone": "negative", "tags": ["transgender students", "student safety", "mental health", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96186", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support of our Transgender Children & Their Futures", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the practices and updates outlined in the VDOE document\" and argues that schools \"must support students\" and \"update policies to reflect those changes.\" The comment endorses the regulation’s protections around bathrooms, locker rooms, sports, and dress code for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "bathroom access", "school sports"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96187", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and repeatedly states they \"can not support this action\" and \"pray that it is not put into practice.\" They argue the policy violates \"parental discretion\" and religious beliefs, and say \"Lgbt stuff is not for schools.\"", "tone": "negative", "tags": ["parental rights", "religious freedom", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96188", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Full Support for Protection", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly offers \"Full Support for Protection\" and argues that transgender students \"deserve to feel safe and accepted.\" The comment endorses the policy’s protective purpose and does not express any opposition or reservations.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96189", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment consists solely of \"No!\", which clearly rejects the proposed regulation. There is no qualifying language suggesting support or neutrality.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96190", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender bill for public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vote NO!!!\" and calls the policy \"wrong,\" which clearly rejects adoption of the regulation. The claim that it \"Puts our children at risk of abuse\" indicates opposition based on perceived harm.", "tone": "negative", "tags": ["student safety", "transgender students", "abuse concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96191", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Insanity", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, calling it \"a recipe for disaster\" and \"ludicrous.\" They argue it would enable abuse in \"the locker room/bathroom\" and insist facilities should be based on \"sex chromosomes,\" indicating opposition to the regulation as written.", "tone": "negative", "tags": ["bathroom access", "locker room access", "student privacy", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96192", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong approval from an educator", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly gives \"Strong approval\" and says \"This is an easy choice to make,\" indicating clear support for the proposed policies. They also endorse the underlying approach by urging to \"Treat people with fairness and dignity\" and describing the policies as helping vulnerable children.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student well-being", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96193", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose this document\" and describes it as establishing \"unhelpful and dangerous precedents.\" Although they acknowledge the need to protect transgender students, the overall thrust is that the policy should not be adopted in its current form.", "tone": "negative", "tags": ["parental rights", "transgender students", "student privacy", "school policy", "child development"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96194", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!\" and argues that \"Trans students deserve a safe and accepting learning environment.\" They also state it is Virginia's duty to provide this, indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "safe learning environment", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96195", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposing the public school system failing society", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"strongly opposing\" the proposal and repeatedly urges officials to \"Stop trying to gain more control over our children.\" They also reject transgender accommodations in schools, objecting to \"opposite gender in a locker room or bathroom\" and saying they will withdraw their children if it passes.", "tone": "negative", "tags": ["parental rights", "bathroom access", "locker rooms", "transgender students", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96196", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Not for all", "truncated": false, "stance": "oppose", "stance_confidence": 0.84, "stance_rationale": "The commenter says, \"This is not fair to all,\" which indicates objection to the proposed policies on fairness grounds. Although brief, the statement clearly signals opposition rather than support or a neutral question.", "tone": "negative", "tags": ["fairness", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96197", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans rights are human rights and trans kids deserve protection", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying trans kids \"deserve to be protected by our school system\" and framing the regulation as necessary protection. The statement \"Exactly what the title says\" and the rejection of objections indicate clear support for adoption.", "tone": "positive", "tags": ["transgender rights", "student protection", "LGBTQ+ inclusion", "school safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96198", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support this,\" which directly endorses the proposed regulation. The title also says \"Support,\" reinforcing the same position.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96199", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong support of legislation that protects children and saves lives", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly gives a title of \"Strong support of legislation that protects children and saves lives\" and repeatedly urges approval, saying \"By supporting this legislation\" and calling it \"the bare minimum.\" The comment argues the policies protect students from harassment and violence and help prevent suicidality among transgender youth.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96200", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues against the policy being \"force[d]\" on their child and others. They frame the regulation as going \"WAY to far,\" indicating rejection rather than support or neutrality.", "tone": "negative", "tags": ["parental rights", "transgender students", "school policy", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96201", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Full support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Full support\" and says the policy will \"provide necessary protection and validation for trans students in Virginia.\" They also urge officials to \"pass this bill,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96202", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "support AND protect trans students.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"support trans students,\" which clearly endorses the regulation’s purpose of protecting transgender students. The title \"support AND protect trans students\" reinforces that they favor adoption of the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96203", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly titles the submission \"Strongly oppose\" and expresses fear for daughters' \"health or well being.\" The concern about a girl being \"picked on or abused\" indicates opposition to the policy on safety grounds, even though the comment is truncated.", "tone": "negative", "tags": ["student safety", "parental rights", "girls' safety", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96204", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I oppose your transgender proposal,\" which directly rejects the regulation. They also argue for greater parental control and disclosure, stating \"Parents need to be informed\" and \"Full transparency between the school, parent and child,\" indicating opposition to the policy as written.", "tone": "negative", "tags": ["parental rights", "transparency", "student privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96205", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support transgender protections - trans rights are human rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy with the title \"Support transgender protections - trans rights are human rights\" and states that transgender people \"should have all the same rights, opportunities, and protections.\" This clearly supports adoption of the regulation.", "tone": "positive", "tags": ["transgender rights", "nondiscrimination", "student protections", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96206", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Finally!! Very much in support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Very much in support\" and \"I'm glad it is finally happening,\" indicating clear approval of the regulation. They also endorse its goals of addressing \"dress code, preferred pronouns and preferred names\" and eliminating \"discrimination\" while promoting a \"safe space.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "dress code", "pronouns", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96207", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"I strongly support\" and repeatedly argues that the policy is needed to protect \"trans, non-binary and gender non-conforming students.\" They also call it \"the first step\" and say \"It’s time for change,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "bathroom access", "anti-bullying"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96208", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "CHOO CHOO TRANS", "truncated": false, "stance": "unknown", "stance_confidence": 0.02, "stance_rationale": "The comment is largely incoherent and appears to be a joke or unrelated rant about trains, pollution, and energy sources rather than the proposed transgender student policy. It does not clearly express support for or opposition to the regulation.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96209", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Needs serious reconsideration and modifications", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says, \"I do not support the use of school bathrooms according to which gender a student identifies with\" and calls for \"one or several separate gender neutral bathrooms\" instead. Although they express support for a person's right to identify their gender, the core recommendation is to reject this aspect of the policy and replace it with a more restrictive alternative.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "privacy", "transgender students", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96210", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "XY and XX - it’s science y’all; GOD says so!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy as \"overkill\" and says \"Stop pushing this agenda\" and that it is \"not appropriate in the public school system.\" They argue against recognition of transgender students and ask why a \"biological male\" should use girls' facilities, indicating opposition to adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker rooms", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96211", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Our Trans Youth", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"It's our human duty to protect and support our youth,\" and frames that support as applying \"regardless of gender identity or sexuality.\" This clearly endorses the regulation’s protective treatment of transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "support for youth"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96212", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposition to transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the proposal as \"egregiously one sided\" and says it gives \"too much power and control\" to one social group. They also argue it should not be adopted because it alienates non-transgender rights and raises concerns about bathroom/locker room access and staff being forced into decisions against their values.", "tone": "negative", "tags": ["transgender students", "bathroom access", "locker room access", "parental rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96213", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and repeatedly argues the guidance \"is wholly unconstitutional and wrong\" and \"should, and will, be challenged in the courts.\" They object to it on grounds of free speech, parental rights, and religious freedom, indicating clear opposition to adoption.", "tone": "negative", "tags": ["free speech", "parental rights", "religious freedom", "constitutional rights", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96214", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "It is essential that children and youth be able to learn without suffering discrimination or harassment.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support these model policies for LGBTQ students in Virginia\" and repeatedly states that \"These policies are necessary.\" They argue the policies will \"protect LGBTQ youth,\" prevent harassment, and help students feel \"safe and respected at school,\" all of which indicates clear support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96215", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "#protectourkids", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy’s approach to transgender students’ facility use, stating that people should use bathrooms and locker rooms based on anatomy: \"if they have a penis they need to use the men’s locker room and bathroom.\" The closing demand to \"Stop putting children at risk\" and hashtag \"#protectourkids\" indicate opposition to the regulation as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "student safety", "parental rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96216", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this wholeheartedly\" and asks, \"Please do not indoctrinate our children,\" which clearly rejects the regulation. They also argue that \"The school systems should not be involved in this issue,\" indicating opposition to the policy itself.", "tone": "negative", "tags": ["transgender students", "parental rights", "school involvement", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96217", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and rejects key parts of the policy, stating they do not believe \"genetically endowed boys\" should be in girls' locker rooms or bathrooms and that they should not play on girls' athletic teams. The final sentence calls for \"separate teams, separate locker rooms and separate bathrooms,\" indicating opposition to the proposed inclusive policy.", "tone": "negative", "tags": ["bathroom access", "school sports", "locker rooms", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96218", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please offer support for our transgender students in Virginia,\" which clearly endorses the regulation. The reference to transgender students being a \"high risk group for dying by suicide\" further indicates support for protective measures and community affirmation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96219", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I’m proud to support this guidance\" and argues it will help schools \"provide a safe and inclusive educational experience for all students.\" The comment endorses the policy as a needed resource for teachers and schools to support transgender and LGBT youth.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "teacher training", "safe schools", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96220", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly Support,\" which clearly indicates approval of the proposed regulation. No contrary language or qualifications are present.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96221", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "First Amendment Violation", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly argues the policy is \"at odds\" with inclusiveness, says it \"clearly violates the First Amendment,\" and warns it goes \"far beyond the envelope\" of the school’s role. They also frame it as an overreach that will lead to lawsuits, indicating they want it rejected rather than adopted.", "tone": "negative", "tags": ["First Amendment", "parental rights", "free speech", "school authority", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96222", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support transgender youth rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this legislation,\" which directly endorses adoption of the proposed policies. The title, \"Strongly support transgender youth rights,\" reinforces that supportive position.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender rights", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96223", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "trans discussion", "truncated": false, "stance": "oppose", "stance_confidence": 0.95, "stance_rationale": "The comment dismisses transgender identity as a modern problem caused by \"liberalism\" and mocks the idea of changing sex, indicating opposition to the proposed transgender student policies. The rhetorical question and sarcastic example suggest the commenter does not support adoption of the regulation.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "opposition", "culture war"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96225", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender bill", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly opposed!\" which directly indicates rejection of the proposed policies. The statement \"Puts our children at risk\" shows a negative reason for opposing adoption.", "tone": "negative", "tags": ["student safety", "transgender students", "parental concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96224", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "You get what you vote for Virginia! now, your child will be disciplined for saying wrong pronoun", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, calling it \"foolishness,\" \"pure insanity,\" and a \"woke agenda.\" They argue it overrides \"parental rights\" and harms \"biological male and female rights,\" indicating opposition to adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "privacy", "school facilities", "pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96226", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly states \"STRONGLY OPPOSE\" and provides no qualifying language suggesting support or neutrality. It is a clear rejection of the proposed regulation.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96227", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly agree!!", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"strongly agree!!\" and repeats \"strongly agree,\" which clearly indicates approval of the proposed regulation. There is no language suggesting opposition or neutrality.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96228", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues the policy \"goes against everything we have fought for.\" They object to transgender students' access to shared facilities, saying it should not \"take the rights of the rest of us\" and suggesting a separate \"transgender bathroom\" instead.", "tone": "negative", "tags": ["bathroom access", "privacy", "parental rights", "student safety", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96229", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose legislation... which promotes or explores the transgender lifestyle,\" indicating clear rejection of the proposed policies. They also urge officials to be removed and replaced with people who \"adhere to the traditional family unit,\" reinforcing opposition to transgender-inclusive guidance.", "tone": "negative", "tags": ["transgender policies", "religious freedom", "traditional family", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96230", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "While I love all people, I strongly CANNOT support this Bill as it hurts the rights of many.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly do NOT support this bill\" and \"Please vote NO,\" which clearly indicates opposition to adoption. The phrase \"it hurts the rights of many\" further shows they believe the regulation should be rejected.", "tone": "mixed", "tags": ["parental rights", "civil rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96232", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT! You can not pick and chose which children to protect", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT!\" and argues the policy is needed to protect children from exclusion and discrimination. Phrases like \"There is NO HIERARCHY when it comes to human rights\" and \"There needs to be evolution\" clearly endorse the regulation's protective aims.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "human rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96231", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to transgender bill for public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says they are \"Opposed to transgender bill for public schools\" and argues it \"Ties the hands of teachers,\" indicating rejection of the policy. The phrase \"protect our children from those who abuse the system\" frames the regulation negatively and supports opposition.", "tone": "negative", "tags": ["transgender students", "teacher authority", "student safety", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96233", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT! You can not pick and chose which children to protect", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT!\" and argues that the policy should protect transgender children from exclusion and discrimination. Phrases like \"There is NO HIERARCHY when it comes to human rights\" and \"There needs to be evolution\" clearly endorse adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "human rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96236", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues against the policy by stating \"We cannot continue to blend the genders.\" They also reject the regulation’s approach to sports, restrooms, and school policies, saying these should follow a binary definition of sex/gender.", "tone": "negative", "tags": ["transgender students", "bathroom access", "school sports", "parental rights", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96234", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues against the policy by stating \"We cannot continue to blend the genders.\" They also reject the regulation’s implications for \"Sports, restrooms, policies\" and say anything beyond a binary approach is \"asking for MORE bullying and issues.\"", "tone": "negative", "tags": ["gender identity", "school sports", "bathroom access", "bullying prevention", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96237", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "We need legal protections for trans children", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"We need legal protections for trans children\" and argues that schools have an \"obligation to protect them\" and ensure they feel \"safe and secure.\" This clearly աջակցs adopting the proposed transgender student policies, likely as protections against bullying and discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "legal protections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96235", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed to transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly opposed to transgender policy\" and calls to \"DEFUND PUBLIC EDUCATION! REMOVE YOUR KIDS NOW !!!!\" indicating clear rejection of the regulation. The comment also objects to the policy as violating \"parents moral, religious, health rights\" and frames it as \"even MORE DISTURBING,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender policy", "parental rights", "religious freedom", "bathroom access", "public education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96240", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues against \"blend[ing] the genders,\" indicating rejection of the proposed transgender student policies. They also state that \"Sports, restrooms, policies should be directed to the scientific definition of gender,\" which opposes the regulation's inclusive approach.", "tone": "negative", "tags": ["transgender students", "bathroom access", "school sports", "parental rights", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96239", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues that schools should not \"blend the genders.\" They reject the policy’s approach to transgender students and say sports, restrooms, and policies should follow a binary sex definition instead.", "tone": "negative", "tags": ["transgender students", "bathroom access", "school sports", "parental rights", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96238", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for Transgendet Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses inclusive policies, stating they are \"the first step towards making educational spaces safe for everyone.\" They also reject arguments against the policy by saying the claimed danger to cisgender women \"simply does not exist.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bathroom access", "student safety", "harassment prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96642", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "yes for trans protection", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"IN STRONG SUPPORT\" and the title \"yes for trans protection\" clearly endorses the regulation. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student protection"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96643", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Transgender students!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support Transgender students!!\" and adds that \"Transgender students deserve to be supported just as any student,\" which clearly endorses the policy's purpose. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96644", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Brainwashing overstep parents have rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter calls the policy a \"complete overstep\" and tells the board to \"Take your re- education and shove it,\" which clearly rejects the regulation. The reference to \"parents have rights\" and opposition to \"liberal\" guidance further indicates they want it rejected rather than adopted.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96645", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender ed in schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Adamantly oppose!\" which clearly rejects the proposed transgender student policies. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender students", "public schools", "policy opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96646", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Of course I support this,\" which directly endorses the regulation. The rest of the comment, \"it’s a restroom.... duh, let people pee in peace,\" reinforces support for allowing transgender students access to facilities without interference.", "tone": "positive", "tags": ["bathroom access", "transgender students", "privacy", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96647", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose! Stop confusing children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and urges to \"Stop confusing our children!\" which clearly rejects the proposed transgender student policies. No supporting or neutral language is present.", "tone": "negative", "tags": ["transgender students", "parental concerns", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96649", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support this!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly support this!\" which directly endorses the proposed regulation. There is no qualifying language or criticism suggesting any opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96648", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly Oppose!\" and repeats \"Strongly Oppose!\" with no qualifying language. This is a clear rejection of the proposed regulation.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96650", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am strongly opposed\" and argues against schools \"keeping any information from parents\" and \"bending to wayward progressive agendas.\" The comment clearly rejects the proposed transgender student policies and frames them as harmful to parental rights and public schools.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "public schools", "progressive agenda"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96651", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"STRONGLY SUPPORT,\" which directly indicates approval of the proposed regulation. There is no qualifying language or criticism suggesting any opposition or neutrality.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96652", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Adamantly oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Adamantly oppose!\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96653", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Model Policies for Treatment of Transgender Students in Virginia Schools", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support LGBTQ community,\" which clearly endorses the policy’s purpose. They also state they are \"Strongly against bigotry and discrimination,\" aligning with the regulation’s nondiscrimination and supportive-environment goals.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "anti-discrimination", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96654", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support the model policy. We need to protect and care for trans youth so they can succeed", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the model policy\" and \"Please do not listen to the transphobic commenters,\" which clearly endorses adoption of the policy. They also state it is \"necessary and important\" to protect trans youth in schools.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96655", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support equal rights for transgender students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"Strongly support equal rights for transgender students\" and \"applaud this step in the right direction.\" They also describe the policy as a needed response to discrimination and unsafe school environments, indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "equal rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96656", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and adds \"Strongly support for treatment of all kids!\" indicating clear approval of the regulation. There is no language suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96657", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender - Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they \"strongly disagree\" with schools helping students explore gender identity and repeatedly asks to \"do not let transgender or sexual identity issues be allowed into the school curriculum.\" They argue these matters should be handled by \"parents, families, and medical personnel, not school personnel,\" indicating clear opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "school curriculum", "privacy", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96658", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE transgender policy\" and repeatedly condemns the proposal as \"nonsense.\" They argue it will \"cause more problems\" and object to schools not notifying parents, indicating rejection of the regulation rather than support or neutrality.", "tone": "negative", "tags": ["parental rights", "student safety", "transgender policy", "privacy", "school notification"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96659", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE! OPPOSE! OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE! OPPOSE! OPPOSE!\" and argues that if passed it will \"decrease\" public education quality. They predict harmful consequences such as teachers losing jobs, schools closing, and parents turning to private schools, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["public education", "school funding", "parental choice", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96660", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and adds \"Stop confusing children,\" which clearly rejects the proposed transgender student policies. The language indicates opposition to adoption rather than a request for modification.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender students", "parental concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96661", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly opposed\" and argues against schools addressing transgender-related issues. They object to bathroom access and overnight room sharing with transgender students, saying these policies threaten \"safety and privacy.\"", "tone": "negative", "tags": ["bathroom access", "student safety", "privacy", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96662", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "New Transgender School Guidance Guidelines", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am absolutely opposed to these new guidelines for transgender students,\" which directly rejects the regulation. The rest of the comment argues that sex is fixed at birth and that changing a name or identification does not alter biology, reinforcing opposition to the policy's premise.", "tone": "negative", "tags": ["transgender students", "bullying prevention", "student identity", "school guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96663", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose!\" and frames the policy as unfair by stating \"Non-transgender people have rights too,\" indicating rejection of the proposed transgender student policies. There is no indication of support or neutrality.", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "equal rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96664", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter clearly rejects the policy with the title \"Absolutely not\" and the statement \"Not good for children,\" indicating opposition to adopting the regulation. No supportive or neutral language is present.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96665", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Very strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Very strongly support\" and argues that transgender students' rights are \"basic human rights.\" The statement defends the policy's purpose by affirming that transgender students' existence should not \"confuse\" or \"frighten\" others and that their rights do not infringe on anyone else's.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96666", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose proposed transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the \"proposed guidelines\" are inappropriate and should not be imposed, calling them \"controversial social initiatives\" and stating they are \"inappropriate for imposition with the force of law.\" They also argue the policies violate parents' rights and lack \"objective science,\" which clearly indicates opposition to adoption.", "tone": "negative", "tags": ["parental rights", "transgender policies", "student privacy", "school authority", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96667", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly oppose!!\" which directly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96668", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter rejects the policy outright with the title \"Absolutely not\" and the statement \"Not good for children,\" which indicates opposition to adopting the regulation. No supportive or neutral language appears.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96669", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Vehemently oppose\" and argues against the policy by claiming it is \"harassment and discrimination to punish someone\" for using gendered language consistent with their beliefs. The comment rejects the regulation’s approach to transgender identity and pronoun use.", "tone": "negative", "tags": ["religious freedom", "pronouns", "parental rights", "LGBTQ+ inclusion", "discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96670", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose\" and repeats \"Strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting or neutral language is present.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96671", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO NO NO", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy with \"NO NO NO\" and says \"this too extreme,\" indicating opposition to adoption as written. Although they support \"anti-harassment,\" they object to the regulation's treatment of teachers and pronoun enforcement, asking to \"Protect teachers\" and emphasizing parental notification concerns.", "tone": "negative", "tags": ["parental rights", "teacher protections", "pronouns", "anti-harassment", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96672", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose this. Let parents be parents.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose this\" and argues the policy is \"way overstepping\" boundaries between schools and parents. The phrase \"This is ridiculous!\" reinforces rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "school policy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96673", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter clearly rejects the policy with the title \"Absolutely not\" and the statement \"Not good for children,\" indicating opposition to adoption. No supportive or neutral language appears.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96674", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly opposed!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I am strongly opposed to this!!!\" which directly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the opposition is unambiguous.", "tone": "negative", "tags": ["transgender students", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96675", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter clearly rejects the regulation with the title \"Absolutely not\" and the statement \"Not good for children,\" which indicates opposition to adoption. No supportive or neutral policy details are provided.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96676", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender rights - or non transgender rights", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects key parts of the proposed policies, saying transgender rights should not “trample on the rights of others” and opposing bathroom/locker room access by “the opposite sex.” They also oppose participation in sports and any “teaching or reading or discussion of transgender materials” without parental permission, indicating they want the regulation substantially weakened or rejected.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "school sports", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96677", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong Support from Pediatrician/Child Health Advocate", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, calling it \"essential\" and urging VDOE to \"stand firm\" with \"this non-discrimination policy.\" They argue schools should be \"a safe haven for transgender students\" and that trans minors should be afforded \"every protection,\" which clearly supports adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "non-discrimination", "mental health", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96678", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues that the policy is \"educational indoctrination.\" They reject the premise of transgender recognition in schools and say schools should \"just stick to educating\" core subjects, indicating opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "education policy", "indoctrination", "biology", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96679", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "A Big NO!!!!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with \"A Big NO!!!!!!\" and argues against schools implementing it, saying they do not want to \"put my child in a position to be violated or raped.\" They also insist that \"It is the job of the parents\" and that the school should only teach academics, indicating opposition to the regulation's adoption.", "tone": "negative", "tags": ["parental rights", "student safety", "privacy", "transgender students", "school role"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96681", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly and Adamantly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly and Adamantly Support\" and ends with \"Absolutely support.\" They also frame the proposal as making school \"safe, respectful and educational\" for \"EVERY child\" and say transgender students \"deserve the same opportunities.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96680", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this proposal and its policies\" and describes the policies as \"a large step forward.\" They argue the regulation would create a more supportive environment for trans students, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96682", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect trans students and staff!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Protect the trans community\" and argues that \"They are human and deserve to be treated as such,\" which clearly endorses the regulation’s purpose of protecting transgender students. There is no language opposing or questioning the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "transgender rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96684", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose\" the model policies and concludes, \"Do not make this proposal into policy.\" They argue it violates \"religious freedom\" and complains that it \"imposes a transgender agenda,\" indicating clear rejection of adoption.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96683", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The comment explicitly rejects the policy with the title \"Absolutely not\" and the statement \"Not good for children,\" indicating opposition to adopting the regulation. It offers no supporting details or alternative proposal, but the overall intent is clearly to oppose the guidance.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96685", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose\" and repeats \"Strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96686", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support protecting trans kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support protecting trans kids,\" which clearly endorses the policy’s protective aims. There is no language indicating opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96687", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly oppose the transgender policy and transgender education!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the transgender policy and transgender education,\" which directly rejects the proposed regulation. There is no qualifying language or request for modification, only clear opposition.", "tone": "negative", "tags": ["transgender policy", "transgender education", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96688", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter clearly rejects the policy with the title \"Absolutely not\" and the statement \"Not good for children,\" which indicates opposition to adopting the regulation. No supportive or neutral language is present.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96689", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose\" twice, which clearly indicates rejection of the proposed regulation. No supporting or neutral language is present.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96690", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"Support\" and states that \"Transgender rights are human rights.\" They also endorse the policy goals by saying \"All kids should feel safe and welcome at school,\" which aligns with adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96691", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the comment \"SUPPORT\" and says \"Those who identify as trans should receive support from the government 100%.\" They also endorse acceptance in schools, stating \"Everyone should feel accepted in the academic area.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96692", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed, if we belive in equality.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly labels the submission \"Opposed\" and argues against \"preferential treatment\" for transgender students, saying it is \"in no way the job of the school board to enforce.\" They also object to the policy as favoring \"one group of people over any other,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["equality", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96693", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Total support for this model for non-binary and trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Total support for this model\" and asks to \"Please support our non-binary and trans children.\" The comment endorses accommodations for transgender and non-binary students and frames the policy as beneficial for their well-being.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "non-binary students", "student well-being", "school accommodations"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96694", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter clearly rejects the policy with the title \"Absolutely not\" and the statement \"Not good for children,\" which indicates opposition to adopting the regulation. No supportive or neutral language is present.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96695", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, opening with \"Strongly disagree!\" and arguing that it \"will NOT work in a real life setting.\" They express concern that the regulation would make daughters unsafe in \"a locker room or bathroom\" and imply it should not be adopted as written.", "tone": "negative", "tags": ["student safety", "bathroom access", "locker rooms", "parental concerns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96696", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This should not affect all students!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this\" and argues the policy will \"cause more problems in our schools and students than it will help.\" They also object to transgender students using restrooms with the \"opposite gender\" and say the change is \"completely unfair.\"", "tone": "negative", "tags": ["bathroom access", "parental rights", "student privacy", "sex-segregated facilities", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96697", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose. This is tyrannical.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and calls the policy \"tyrannical.\" They also reject the regulation as a \"political charade\" and say they will not comply with it, indicating clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96698", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed educator", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, saying \"STOP THE ABUSE!\" and arguing that schools should not keep students' gender identity private, use preferred pronouns, or support transgender students. They frame the guidance as harmful and say they intend to \"teach truth and reality\" rather than follow it.", "tone": "negative", "tags": ["parental rights", "privacy", "LGBTQ+ inclusion", "student safety", "school staff obligations"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96700", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly against", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states, \"Strongly against this,\" which clearly indicates opposition to the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender students", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96699", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and states that \"Any resources to make school more accessible and safer for our students are appreciated\" and that \"action is needed\" to ensure a safe environment. The comment advocates for removing barriers against the LGBTQIA+ community, which aligns with adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "bullying prevention", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96701", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Treatment of transgender students", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter criticizes the policy as advancing \"a political agenda\" and calls it \"Shameful!\" They argue the document should instead focus on \"helping the youth who display gender dysphoria,\" indicating opposition to the regulation as written rather than support for adoption.", "tone": "negative", "tags": ["gender dysphoria", "political agenda", "youth mental health", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96702", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender school position", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose,\" which directly indicates opposition to the proposed policies. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": ["transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96703", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed - VDOE needs a reality check", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"My opposition to this policy\" and repeatedly argues the proposal would \"cause more trouble in the schools.\" They object to confidentiality rules, restroom/locker room access, pronoun requirements, overnight trips, and menstrual supplies, framing the policy as harmful and impractical.", "tone": "negative", "tags": ["privacy", "bathroom access", "locker rooms", "parental rights", "pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96704", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop the abuse of our young women", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks to \"Stop the abuse\" and says not to allow \"those with male hormones\" to compete, which rejects the transgender student policy’s inclusion in sex-specific activities. The language about \"physically dominate\" and calling it \"bullying\" shows opposition to the regulation as written.", "tone": "negative", "tags": ["school sports", "LGBTQ+ inclusion", "student safety", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96705", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "ABSOLUTE NO! DO NOT SUPPORT", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"ABSOLUTE NO! DO NOT SUPPORT\" and states \"This does little if nothing to bring reform,\" indicating rejection of the proposed policies. They also argue the policies \"pose a real danger to our children\" and object to access to \"single sex facilities\" and decisions made \"without a guardian's knowledge.\"", "tone": "negative", "tags": ["privacy", "parental rights", "single-sex facilities", "student safety", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96706", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I vote against", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I vote against\" and clarifies the target as \"that transgender kids can go to school,\" indicating opposition to the policy’s protections for transgender students. The comment does not request changes; it rejects the policy outright.", "tone": "negative", "tags": ["transgender students", "school access", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96707", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "No Such Thing As Transvestite Children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter rejects the policy’s accommodation of transgender students, arguing that schools should \"ban dressing as the opposite sex\" and that \"No child is truly a transvestite.\" The comment explicitly says educators should not \"encourage this,\" indicating opposition to the regulation.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "gender identity", "dress codes", "parental rights", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96708", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly signals opposition with the title \"Opposed!!\" and argues the policy will cause harm: \"a whole list of harassment for both sides\" and \"More people will be bullied.\" They also warn it could \"open up for more sexual harassment,\" indicating they do not want the regulation adopted.", "tone": "negative", "tags": ["bullying prevention", "student safety", "sexual harassment", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96709", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose,\" which directly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96710", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is not science", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks, \"Please do not allow the 'care' for transgender youth\" and argues against the policy throughout. They reject transgender identity as valid, calling it \"insanity\" and insisting \"A transgender woman is not an actual woman\" and \"A transgender man is not an actual man,\" which indicates opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "school counselors", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96711", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly rejects the policy with the title \"Absolutely not\" and adds \"Not good for children,\" indicating opposition to adoption. No supportive or neutral language appears.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96712", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong support: protect trans teens!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this guidance\" and repeatedly reinforces approval with phrases like \"I cannot overemphasize how much I support these mesures.\" They argue the policy would \"protect trans students and their mental health\" and \"go a long way towards protecting some of our most vulnerable students.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "transgender students", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96714", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96713", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed to this policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.96, "stance_rationale": "The commenter explicitly says, \"Opposed to this policy,\" which directly states rejection. The explanation that it \"goes beyond protection of transgender students rights\" indicates they believe the policy is too expansive and should not be adopted as written.", "tone": "negative", "tags": ["transgender students", "policy scope", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96715", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Not moral, or scientific", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are \"Strongly and Biblically against\" the policy and argues it is \"not moral\" and \"not scientific.\" They also frame the policy as harmful, saying it \"sets children up for failure\" and calling it \"destructive behavior,\" which indicates clear opposition to adoption.", "tone": "negative", "tags": ["religious freedom", "transgender students", "public schools", "student welfare", "taxpayer spending"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96716", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter clearly rejects the policy with the title \"Absolutely not\" and the statement \"Not good for children,\" which indicates opposition to adopting the regulation. No supportive or neutral language is present.", "tone": "negative", "tags": ["transgender students", "student welfare", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96717", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE!!! This is wrong on so many levels.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE!!!\" and repeatedly argues against the policy as \"wrong on so many levels\" and \"completely demented.\" They object to bathroom/locker room access, parental consent, and claim it takes away \"our rights as parents\" and \"freedom of speech and freedom of religion.\"", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96718", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree", "truncated": false, "stance": "unknown", "stance_confidence": 0.12, "stance_rationale": "The comment only says \"strongly disagree\" without stating what aspect of the proposed regulation it rejects or why. Because it lacks any reference to the policy itself, it is too vague to reliably classify as support or oppose.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96719", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Opposed\" and argues the VDOE \"has gone far beyond the path the General Assembly prescribed.\" They repeatedly reject the policies, saying schools should not accommodate them and that the regulations \"infringe the First Amendment rights of parents.\"", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "gender identity", "First Amendment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96720", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender protection", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly praises the policy effort: \"Way to go, Virginia! You're leading the way for all of us.\" They also urge action with \"Please follow through on this action\" and frame it as life-saving: \"You could save lives!\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender rights", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96721", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and commands, \"Do not do this,\" which clearly rejects the regulation. The phrase \"it is tyranny\" shows opposition to adoption rather than support for any changes.", "tone": "negative", "tags": ["transgender students", "opposition", "government overreach"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96722", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support for the proposed guidance document", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support The Model Policies for the Treatment of Transgender Students in Virginia’s Public Schools Guidance Document.\" They also endorse the goal of a \"safe, inclusive environment\" for all students, indicating approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96723", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely not! And all of you that agree are disgusting.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy with \"Absolutely not!\" and says \"This is just going to allow more of this bs,\" indicating opposition to adoption. They argue it would make bathrooms less safe and reference personal experiences of assault and harassment as the basis for their objection.", "tone": "negative", "tags": ["bathroom access", "student safety", "privacy", "sexual harassment", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96724", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I vote no", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"i vote ‘ no’,\" which clearly indicates opposition to the proposed regulation. No supporting reasons or qualifications are provided, but the rejection is unambiguous.", "tone": "negative", "tags": ["opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96725", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO. This is wrong. Focus on getting kids back into school!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly rejects the policy with \"NO. This is wrong\" and says lawmakers should \"forget about the private agendas of fringe groups.\" They argue the legislature should instead focus on \"getting kids back into school\" and recovering lost learning, indicating opposition to adopting this regulation.", "tone": "negative", "tags": ["school reopening", "instructional priorities", "LGBTQ+ inclusion", "political criticism"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96726", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans Rights!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support trans Rights!\" and frames the policy as beneficial, stating that \"Using the correct pronouns for trans kids is suicide prevention!\" This clearly endorses the regulation’s protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "pronouns", "student mental health", "suicide prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96727", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Absolutely opposed\" and urges, \"Stop trying to bend the world to suit your Marxist narrative,\" which clearly rejects the proposed transgender student policies. The reference to \"biological markers\" indicates opposition to the regulation's treatment of transgender students.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "opposition", "biological sex"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96728", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and calls the policy \"long overdue.\" They further endorse the policy’s goals, saying it can \"go a long way in ending any bullying and encouraging empathy and inclusiveness.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96729", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Opposed!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly opposed this!\" and adds that it is \"Against every moral and family value,\" which clearly rejects the regulation. There is no indication of support or neutrality.", "tone": "negative", "tags": ["family values", "moral opposition", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96730", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and \"Strongly oppose!\" They also reject the policy as \"ridiculous\" and threaten to \"homeschool if this passes,\" indicating clear opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "transgender students", "school policy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96731", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support: A Cisgender Opinion", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this step towards safety for all\" and calls the policy \"a good start.\" They also argue that \"Steps are needed to ensure protection, support, and respect for the transgender community,\" which clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "bathroom access", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96732", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Transgender students and respect their parents- OPPOSE this Bill.", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this proposed regulation\" and repeats \"OPPOSE this Bill.\" Although they express support for transgender students, they object to the policy because they believe it would involve \"deceiving their parents\" and \"giving children the option to choose their gender.\"", "tone": "negative", "tags": ["parental rights", "gender identity", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96733", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose oppose!\" and argues against allowing \"boys who claim to be 'girls' in with girls,\" which directly rejects the proposed transgender student policies. The language \"This is wrong\" and \"You must not care about women/girls\" shows clear opposition rather than a request for modification.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "bathroom access", "student privacy", "women's rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96734", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!\" and endorses \"Creating protections for transgender and non-binary students.\" This clearly indicates approval of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96735", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "As a child, around 8 years old, I struggled for approximately 5 years with strong desires to be a", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"it should not be approved,\" and repeatedly argues the policy is \"of great concern\" and \"destructive.\" They object to its support for gender exploration, compelled speech, and restroom/locker room access, framing it as harmful to children and to free speech.", "tone": "negative", "tags": ["transgender students", "free speech", "privacy", "bathroom access", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96736", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Against", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly states \"Strongly Against\" and repeats \"Against,\" indicating clear opposition to the proposed regulation. No supporting or qualifying language is provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96737", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE!\" and rejects the policy as \"this disgusting idea\". They argue against the underlying premise that a child can \"decide to be a boy one day girl the next,\" indicating they do not want the regulation adopted.", "tone": "negative", "tags": ["transgender students", "parental rights", "child development", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96738", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"STRONGLY OPPOSED!!!\" to the proposed transgender student policies, which is a clear rejection of adoption. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": ["transgender policies", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96739", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "TRANS RIGHTS ARE HUMAN RIGHTS", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly endorses transgender rights and the policy’s underlying goals, saying \"TRANS RIGHTS ARE HUMAN RIGHTS\" and calling for \"a wave of equality.\" Although the comment attacks opponents, its clear intent is to support the regulation rather than reject it.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender rights", "equality", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96740", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting or qualifying language is provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "96741", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I disagree with any sports program that allows transgendered Females ... to compete against biological females\" and argues this is \"not fair\". They propose a narrower alternative—separate competition by sex and transgender athletes in contact sports at puberty—which indicates opposition to the policy as written, at least regarding sports participation.", "tone": "negative", "tags": ["school sports", "transgender students", "fairness", "puberty", "contact sports"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95741", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this legislation\" and argues it is \"not in the best interest of children\". They object to transgender students' access to \"dressing rooms and bathrooms\" and frame the policy as creating safety risks, indicating rejection of the regulation.", "tone": "negative", "tags": ["bathroom access", "school safety", "locker rooms", "transgender students", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95742", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose.", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The commenter explicitly says \"Oppose\" and argues that this policy should not be the priority, stating \"THAT should be the #1 priority\" instead. The comment redirects attention away from transgender student policies toward broader school performance and safety concerns for minority students.", "tone": "negative", "tags": ["education priorities", "student safety", "minority students", "school performance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95743", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "More support means a better future", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the underlying policy goals, stating \"Trans rights are human rights\" and praising efforts to \"create safe spaces for young people.\" This indicates clear support for adopting the transgender student policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "safe spaces", "trans rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95744", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"STRONGLY OPPOSE\" and repeats it as the entire body, indicating clear rejection of the proposed regulation. There is no qualifying language suggesting support or neutrality.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95745", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"strongly oppose,\" which clearly indicates rejection of the proposed regulation. No supporting reasons or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95746", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and repeatedly argues against the policy, calling it \"in direct violation of parental rights\" and saying \"Please... implement policies\" other than this one. The comment also urges the VDOE not to \"affirm\" transgender students and says the policy should not be adopted because it conflicts with the writer's religious beliefs and parental authority.", "tone": "negative", "tags": ["parental rights", "religious freedom", "gender identity", "LGBTQ+ inclusion", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95747", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY DISAGREE. THIS IS NOT OK.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I totally disagree with everything this stands for\" and \"STRONGLY DISAGREE. THIS IS NOT OK,\" which clearly rejects the proposed policies. The threat to \"consider another alternative to school if this is passed\" further indicates opposition to adoption.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender students", "school choice"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95748", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I strongly oppose this legislation,\" which directly indicates rejection of the proposed regulation. The title also says \"Oppose,\" reinforcing the same position.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95749", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong Support - this could save children's lives", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strong Support\" and says they \"appreciate the thorough research and careful consideration\" behind the policies. They also argue the policies will make schools more supportive and reduce \"anxiety, depression, and suicide among children,\" which clearly endorses adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95750", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support trans rights!!\" and frames the policy as protection for people who \"suffer enough harassment on a daily basis.\" This indicates clear approval of the regulation’s purpose and likely support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-harassment", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95751", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strong support / will save lives.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly gives \"strong support\" and says the measures \"will save lives.\" They also argue that \"no child should face... discriminatory action,\" which clearly endorses the proposed policies protecting transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95752", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE! PROTECT OUR CHILDREN!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE! PROTECT OUR CHILDREN!\" and urges officials to \"Stop destroying our children!\" This is a clear rejection of the proposed transgender student policies, even though the comment is framed in hostile terms.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "parental rights", "student safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95753", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support ALL students in Virginia!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support ALL students in Virginia!\" This is a clear endorsement of the policy’s inclusive treatment of students, including transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95754", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Statewide Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly asks officials to \"reject this proposed law\" and repeatedly argues the policy is \"bad policy\" and would harm children, teachers, and families. The comment frames the regulation as coercive and dangerous, citing objections about pronouns, bathrooms, parental rights, and religious conscience.", "tone": "negative", "tags": ["parental rights", "religious freedom", "privacy", "bathroom access", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95755", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this bill,\" and argues there is \"absolutely no reason to have a policy for one specific group of students.\" They also object to the privacy and family provisions, claiming the policy would \"take away a parents rights\" and involve \"government intervention.\"", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "government intervention", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95756", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support Trans Rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support Trans Rights\" and endorses protections for transgender students, noting they are \"bullied over for no reason.\" They also state \"Trans rights are human rights\" and oppose \"any sort of transphobia,\" which clearly supports the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student safety", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95757", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Schools are NOT parents", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter rejects school involvement in transgender student policies, stating that \"Schools stay out\" and that parents are the \"ONE AND ONLY VOICE for THEIR CHILDREN.\" This indicates opposition to the regulation’s school-based guidance and implementation.", "tone": "negative", "tags": ["parental rights", "school authority", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95758", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support! Support our LGBT youth!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support! Support our LGBT youth!\" and endorses the underlying purpose of the policy by affirming that \"Trans people are valid\" and \"Trans Kids are valid.\" The comment argues for ending \"the culture of shame and fear,\" indicating approval of protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support", "anti-bullying"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95759", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STONGLY OPPOSE\" and repeatedly argues the policy should not be adopted, claiming it takes away \"parental rights\" and would allow \"predators\" and \"bullies\" access to children. They also say the VDOE \"need[s] to get out of the business,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95760", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter says \"The government should not be allowing other people to make or influence decisions so personally connected,\" which اعتراضs to outside influence over parents' decisions regarding transgender students. The title \"Opposed\" and emphasis that parents should \"nurture and raise their child as they see fit\" indicate rejection of the proposed policies.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95762", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans teens are one of the most high-risk groups for suicide. Protect them.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges protection for trans students, saying \"Protect them\" and arguing that policies should ensure they can use bathrooms \"without fear of harassment.\" The comment supports the regulation’s goals of preventing bullying, harassment, and discrimination against transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "bathroom access", "mental health"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95761", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Virginia Transgender Policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the legislation \"should NOT be adopted\" and calls it \"completely out of line.\" They also argue it ignores parental rights and raises safety concerns about bathroom/locker room access and \"sexual assault issues.\"", "tone": "negative", "tags": ["parental rights", "religious freedom", "bathroom access", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95763", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly OPPOSE\" and argues the policy is \"incredibly irresponsible\". They reject school involvement in transgender-related guidance, saying it should be a matter for \"parent, child, possibly a doctor - never the school system.\"", "tone": "negative", "tags": ["parental rights", "LGBTQ+ inclusion", "school involvement", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95764", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter says they \"strongly oppose the proposed transgender policies\" and states that it \"goes too far.\" Although they suggest VDOE should revise it to protect transgender individuals' rights, the overall position is opposition to the proposal as written.", "tone": "negative", "tags": ["parental rights", "religious freedom", "transgender policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95765", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues the guidelines are \"absurdity,\" especially regarding \"participation of male students in female athletic activities.\" They also state the policy will \"likely hurt more students than it will help,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["school sports", "LGBTQ+ inclusion", "student safety", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95766", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Support transgender students,\" which clearly endorses the regulation’s purpose and implementation. The title repeats the same position: \"Support trans students.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95767", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and argues that the policy would help protect \"trans kids\" from discrimination and hatred in schools. They frame the regulation as a needed safeguard, saying it \"might create one more protective factor\" for vulnerable students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95768", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that the policies are \"essential\" for \"safe and healthy school climates\" for transgender students. They also state the policies would have improved their own school experience, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student mental health", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95769", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose transgender policy\" and objects to \"locker room/bathroom access\" and schools \"not honoring parents wishes for children under 18.\" This is a clear rejection of the proposed policy rather than a request for modification.", "tone": "negative", "tags": ["bathroom access", "locker room access", "parental rights", "transgender policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95770", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and asks to \"support trans kids\" and \"let them have a normal school experience.\" They also emphasize that \"every kid deserves to feel safe and welcomed in school,\" which clearly endorses the regulation's goals.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95771", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely Not", "truncated": false, "stance": "oppose", "stance_confidence": 0.72, "stance_rationale": "The title \"Absolutely Not\" strongly signals rejection of the proposed policies. The body, \"Please consider other options,\" indicates the commenter does not want this regulation adopted as written and prefers alternatives.", "tone": "negative", "tags": ["transgender students", "policy opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95772", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Against transgender bathroom plans for schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly says, \"I don’t feel this is a good option to do in our school systems,\" and the title, \"Against transgender bathroom plans for schools,\" indicates opposition to the policy. Although brief, the comment clearly rejects the proposed transgender student guidance.", "tone": "negative", "tags": ["bathroom access", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95773", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i strongly support these measures\" and urges others to \"make space for trans students.\" They also explain the policy benefit, stating it will help trans students feel welcomed and that \"every student must feel welcomed\" to learn and grow.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student belonging", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95774", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support human rights", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Trans rights are human rights,\" which clearly endorses the regulation’s protections for transgender students. The rest of the comment defends those rights and rejects religious objections, indicating support rather than opposition.", "tone": "negative", "tags": ["transgender rights", "religious freedom", "separation of church and state", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95775", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues the policy \"goes against parent's right\". They also reject school support for transgender students, saying parents should be notified and opposing shared restroom/changing facilities, which indicates clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95776", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, calling it \"THIS IS RIDICULOUS\" and objecting to the idea that parents could be accused of abuse for buying their daughter dresses. The demand to \"Let the PARENTS be PARENTS!!!!!!!!\" indicates opposition to the transgender student guidance and its implications for parental authority and gender-related accommodations.", "tone": "negative", "tags": ["parental rights", "transgender policies", "child abuse", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95777", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stop social engineering our public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"a very sick bill\" and saying \"Leave them alone.\" They argue it will \"make matters worst\" and frame it as harmful \"social engineering\" in schools.", "tone": "negative", "tags": ["transgender students", "public schools", "parental rights", "school policy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95778", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose\" and rejects the policy with \"No way i'm letting a boy in the locker room with my 14 year old daughter,\" indicating they do not want the regulation adopted. The concern is specifically about transgender student access to sex-specific facilities.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "student privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95779", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states \"Strongly oppose,\" which directly indicates opposition to adopting the proposed regulation. No additional reasoning or qualifications are provided.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95780", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and asks to \"Please support this guidance.\" They also describe the policy as removing barriers and improving opportunities for trans people, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "education access", "anti-discrimination", "student support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95781", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans and NB Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this policy,\" and frames the regulation as helpful for vulnerable students: \"This measure would help tremendously.\" The comment endorses protections for \"Trans and NB Students\" and cites bullying and mental health risks as reasons for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student mental health", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95782", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!! Trans kids deserve dignity!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this guidance document\" and explains it will \"protect trans and queer students in Virginia.\" They also express approval of the policy's purpose by saying trans students deserve \"respect and dignity.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student dignity", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95783", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and gives a reason favoring adoption: \"all students deserve to feel safe, welcome, and supported.\" This is a clear endorsement of the regulation as proposed.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95784", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The comment explicitly says \"STRONGLY OPPOSE\" and appears to object to the policy's bathroom provisions with \"The same bath rooms are you serious.\" This indicates rejection of the regulation, especially regarding shared restroom access.", "tone": "negative", "tags": ["bathroom access", "transgender students", "privacy", "school facilities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95785", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and frames the policy as encouraging children \"to lie,\" indicating rejection of the regulation. The comment does not request changes; it argues against the policy on parental communication grounds.", "tone": "negative", "tags": ["parental rights", "transgender students", "privacy", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95786", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Oppose\" and asks to \"look at other options,\" indicating they do not want the policy adopted as written. The phrase \"this sounds like far left agenda\" is a clear rejection of the regulation's substance.", "tone": "negative", "tags": ["transgender students", "political ideology", "student welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95787", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support!\" and states that \"this is necessary for youth to better live comfortably and safely,\" which clearly endorses adoption of the policy. The mention of trans friends and family reinforces support for the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95788", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In Proud Support of Trans Students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am in proud support of trans students\" and hopes the policy \"paves the way\" for a \"safe, welcoming, caring, and open place\" in schools. The comment endorses the regulation’s goals of support and inclusion for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95789", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly says \"Support!\" which directly endorses the proposed regulation. There is no qualifying language suggesting opposition or neutrality.", "tone": "positive", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95790", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Spread Love and Kindness", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and explains that \"all students deserve to be in a safe and welcoming environment.\" The rest of the comment reinforces approval by emphasizing love, respect, and kindness for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "anti-bullying"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95791", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and calls the policy \"Poison like this is dangerous,\" which clearly rejects the regulation. There is no indication of support or a neutral question/comment.", "tone": "negative", "tags": ["transgender students", "opposition", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95792", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the proposal \"Strongly Oppose\" and repeatedly argues it \"goes way beyond prevention\" and is \"not safe for our children.\" They object to school affirmation of transgender students, privacy provisions, parental notification limits, and bathroom/locker room access, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "LGBTQ+ inclusion", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95793", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Against", "truncated": false, "stance": "oppose", "stance_confidence": 0.93, "stance_rationale": "The commenter explicitly labels the submission \"Against\" and asks, \"What about a law to protect children & parents from being subjected to this against their will,\" which indicates opposition to the transgender student policies. The phrasing suggests the commenter wants the regulation rejected or substantially limited rather than adopted.", "tone": "negative", "tags": ["parental rights", "transgender students", "student privacy", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95794", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly OPPOSE!! Isaiah 5:20-21", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly OPPOSE!!\" and argues that the policy is \"government ... overstepping\" and \"infringing on unsafe standards for our children.\" The religious citation and references to \"family MORALS and values\" indicate rejection of the regulation rather than a request for modification.", "tone": "negative", "tags": ["religious freedom", "parental rights", "family values", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95795", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues that \"Transgender is not a sex and should not be recognized as such,\" indicating rejection of the proposed policies. The comment also says the idea \"needs to change\" and \"should not exist here either,\" which clearly opposes adoption.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "sex definition", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95796", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and ends with \"DO NOT pass this legislation.\" They argue the policy would \"indoctrinate children with an ideology\" and is not the role of schools or government, indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "indoctrination", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95797", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "NO WAY", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The commenter rejects the policy outright, using the title \"NO WAY\" and stating \"This doesn't seem right on any level,\" which signals opposition rather than a request for clarification or neutral feedback. No supportive language or constructive amendments are offered.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95798", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Stand for the vulnerable of our state! Support! Support! Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Support! Support! Support!\" and asks to \"protect trans people,\" which clearly endorses the proposed transgender student policies. The language indicates approval rather than a request to weaken or reject the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student protection", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95799", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support as an education professional", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and argues that the policy is \"the bare minimum\" for school districts. They also call for \"more detailed strategies\" in district policies, indicating support for adoption with possible strengthening rather than rejection.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "school policy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95800", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely NOT!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, opening with \"Absolutely NOT!!\" and calling it a \"BAD idea.\" The statement \"Biological males, are male. Biological females, are females!\" indicates opposition to the regulation's treatment of transgender students.", "tone": "negative", "tags": ["transgender students", "sex-based definitions", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95801", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter says they are \"strongly against any teachings on this subject\" for their grandchildren, which directly rejects the proposed transgender-student policies. Although they add that they do not want anyone mistreated, the overall message is opposition to the regulation and its school implementation.", "tone": "negative", "tags": ["transgender students", "parental rights", "religious freedom", "public schools", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95802", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely Not", "truncated": false, "stance": "oppose", "stance_confidence": 0.89, "stance_rationale": "The commenter rejects the policy outright with the title \"Absolutely Not\" and says it is \"to pushy on the majority,\" indicating opposition to adoption. The phrase \"other options should be considered\" suggests they want this proposal rejected or substantially changed rather than approved as written.", "tone": "negative", "tags": ["transgender students", "school policy", "majority rights", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95803", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Children deserve protection", "truncated": false, "stance": "support", "stance_confidence": 0.84, "stance_rationale": "The comment says \"all children deserve protection,\" which aligns with the regulation’s goal of creating a \"safe and supportive learning environment\" and protecting students from discrimination and harassment. Although brief, it reads as an endorsement of the policy’s protective intent rather than opposition.", "tone": "positive", "tags": ["student safety", "transgender students", "anti-discrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95804", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and asks, \"Please do not pass this legislation.\" They argue it is \"not in the best interest of our children\" and object to parents not being involved, indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "student privacy", "government overreach", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95805", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose this lunacy!\" and objects to \"allowing boys in her locker room or restroom,\" indicating rejection of the proposed transgender student policies. The language shows clear opposition to the regulation as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95806", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protections and Support Needed for Transgender and non-binary students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I'm writing to support protections for transgender and non-binary students in all of Virginia's public schools.\" They further endorse the policy goal by stating that protections will help create \"a safe place to learn and succeed\" and \"a positive learning environment for everyone.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95807", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STONGLY DISAGREE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STONGLY DISAGREE\" and argues the BOE should not be \"involved in or promoting\" the policy. They oppose allowing transgender students access to sex-specific bathrooms and call for separate facilities instead, indicating rejection of the regulation as written.", "tone": "negative", "tags": ["parental rights", "bathroom access", "student safety", "transgender students", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95808", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSED", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSED\" and argues that it is \"incredibly irresponsible\" to promote \"gender confusion\" in public schools. They also state that \"The school system should never be involved in this type of thing,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "public schools", "gender identity", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95809", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support! Support trans youth!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this bill\" and the title reads \"Strongly Support! Support trans youth!\" They argue the policy is needed \"for the health and wellbeing of our trans children\" and criticize opponents, indicating clear approval of adoption.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student wellbeing", "mental health", "school sports"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95810", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do not pass!! Keep our kids safe", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Do not pass!!\" and urges, \"Do not allow them to use any private facility... that does not align with their biological gender,\" which rejects the proposed policies. The comment frames the regulation as dangerous, stating it will \"put our children (especially our girls) in danger.\"", "tone": "negative", "tags": ["student safety", "bathroom access", "privacy", "girls' safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95811", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT this policy!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"STRONGLY SUPPORT this policy!\" and repeatedly endorses its provisions, including \"consistent school pronoun use,\" \"restroom/locker use\" aligned with gender identity, and \"LGBTQ2+ inclusive professional development.\" The comment frames the policy as necessary to \"protect trans youth,\" indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "pronouns", "bathroom access", "staff training"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95812", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose. This is child abuse.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and calls the policy \"child abuse,\" indicating clear rejection of the regulation. The recommendation to \"Homeschool your children\" and criticism of \"indoctrination\" in public education further show opposition to adoption.", "tone": "negative", "tags": ["transgender students", "public education", "parental rights", "indoctrination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95813", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Do what is best for all children", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly rejects the policy, calling it \"a sham\" that \"does not help any child\" and urging that it not be enacted. They argue it would \"increase[] division,\" harm other students' rights, and lead to negative outcomes if implemented.", "tone": "negative", "tags": ["transgender students", "parental rights", "school sports", "locker rooms", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95814", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy with phrases like \"Strongly Support!\" and \"Support trans rights for they are human rights.\" They argue against objections to transgender inclusion in schools and facilities, indicating approval of the regulation as written.", "tone": "positive", "tags": ["transgender rights", "LGBTQ+ inclusion", "bathroom access", "religious freedom", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95815", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT PROPOSED TRANSGENDER GUIDELINES", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support adoption of the proposed transgender guidelines for schools.\" This is a clear endorsement of the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95816", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose Strongly!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I see no need for this at all\" and titles the comment \"Oppose Strongly!!\" They also reject the policy’s purpose by saying school is \"not about anyone's identity nor sexuality\" and calling it \"perverted and vile.\"", "tone": "negative", "tags": ["LGBTQ+ inclusion", "bullying prevention", "student privacy", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95817", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "How did we come to this?", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter clearly rejects the policy, saying the department is \"catering to the few at the expense of far too many\" and urging parents to make \"correct decisions\" about children's education. The comment frames the guidance as contrary to \"biblical correctness\" and expresses opposition to policymakers who \"diametrically oppose His directives.\"", "tone": "negative", "tags": ["religious freedom", "parental rights", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95818", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Absolutely opposed\" and argues the policy \"can damage a young child\" and is \"not allowing for a safe and inclusive environment for all students.\" They also object to privacy and locker room access, saying it \"takes away privacy\" and discriminates against \"conservative and religious families.\"", "tone": "negative", "tags": ["transgender students", "privacy", "locker rooms", "parental rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95819", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose \"Model Policies for Treatment of Transgender Students in Virginia's Public Schools\"", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Oppose 'Model Policies for Treatment of Transgender Students in Virginia's Public Schools'\" and repeatedly argues the guidance should not be promoted in schools. They object to privacy provisions, gender-affirming care, bathroom access, and sports participation, saying the policies would \"ignore\" girls' privacy and \"effectively end\" women's sports.", "tone": "negative", "tags": ["transgender students", "parental rights", "privacy", "bathroom access", "school sports"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95820", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support the adoption of this Model Policy\" and argues that \"fully supporting and protecting transgender students is the only moral choice.\" This is a clear endorsement of the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "civil rights", "student protection"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95821", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Decency should prevail", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly back this proposal,\" which directly endorses adoption. They also praise \"safe and inclusive learning spaces\" and describe the proposal as \"incredibly well-researched,\" indicating clear support for the regulation as written.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive schools", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95822", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "The State is the enemy of decency and normalcy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, asking \"Why is the state of Virginia forcing transgender ideology on schoolchildren?\" and accusing the state of \"brainwashing children.\" The language is explicitly hostile to the regulation and frames it as harmful and immoral.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "schoolchildren", "ideology", "harassment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95823", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vehemently Disagree: You Are Not My Child’s Parent...I Am", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I utterly reject the Department of Education’s proposed model regulations\" and argues the proposal \"violates the First Amendment rights of parents\" and \"undercuts open and honest conversation between parents and their children.\" The comment consistently frames the regulation as an infringement on parental rights and asks the DOE not to insert itself into these decisions.", "tone": "negative", "tags": ["parental rights", "First Amendment", "gender dysphoria", "school involvement", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95824", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly opens with \"Strongly oppose\" and argues the policy is \"exceedingly damaging to our children.\" They urge against \"encouraging children to adopt biologically wrong views of gender\" and warn of \"life-altering consequences,\" indicating clear rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "gender identity", "child welfare", "school policy", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95825", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "YES!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this guidance,\" which directly endorses adoption of the proposed policies. The title \"YES!\" reinforces the affirmative stance.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95826", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Opposed", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Opposed\" and argues that the policy \"weakens the family\" by \"blocking guidance from parents.\" They also reject the underlying transgender accommodations, saying \"Girls should be safe in a girls restroom\" and that \"Science text books and our language should not be changed for a chosen group.\"", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "LGBTQ+ inclusion", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95827", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE! PLEASE, HAVE MORALS FOR GOD’S SAKE, IF NOT THE CHILDREN!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and repeatedly argues the policy is \"morally and ethically wrong.\" They also reject specific aspects of the proposal, including \"compete against males\" and \"share your bathroom with them,\" and threaten to leave the state if it is adopted.", "tone": "negative", "tags": ["religious freedom", "bathroom access", "school sports", "parental rights", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95828", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY oppose!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY oppose!\" and asks the board to \"does not pass this rule\" and \"please don’t do this.\" They argue the regulation is \"sickening,\" creates \"dangerous situations,\" and \"violates parental rights,\" all of which indicate rejection of the policy.", "tone": "negative", "tags": ["parental rights", "student safety", "transgender students", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95829", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE. This is NOT protecting ALL children. There are ways to protect them all.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues the policy is \"removing parents rights\" and that the government should not be involved. They also reject allowing transgender students access to bathrooms aligned with gender identity, calling it \"non-negotiable\" and objecting to pronoun use and school influence on gender identity.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety", "pronouns"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95830", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose! And you should too.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose!\" and argues against introducing \"sexuality and gender issues at the elementary school level.\" They also object to the policy as taking \"rights from the parents\" and giving them to \"the schools/govt,\" which indicates rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "elementary schools", "gender identity", "LGBTQ+ inclusion", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95831", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support! Protect trans youth!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly support this\" and repeatedly urges the policy to \"Protect trans youth\" and \"make school a safe place for all children.\" They also ask to \"make the system supportive of trans youth,\" which clearly endorses adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95832", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and urges, \"Please enact them and help protect our kids.\" They also praise the policies as \"extra precautions\" to protect marginalized groups and prevent suicides, indicating clear approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "protective policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95833", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose, agenda hurts children more than it helps.  Plz read this post from a Pediatrician", "truncated": true, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose the transgender changes that are being proposed\" and repeatedly argues the policy is harmful, calling it \"harmful to our children.\" The comment urges rejection by presenting an article meant to show why the regulation should not be adopted.", "tone": "negative", "tags": ["transgender students", "student safety", "medical concerns", "bathroom access", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95834", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and repeatedly asks, \"Please do not do this!\" They argue against transgender student bathroom access and participation in girls' sports, calling it unfair and stressing discomfort and disadvantage for \"biological females.\"", "tone": "negative", "tags": ["bathroom access", "school sports", "parental concerns", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95835", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "TRANS LIVES MATTER - TRANS RIGHTS ARE HUMAN RIGHTS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses equal treatment of transgender students, saying \"Trans rights are human rights\" and urging, \"Keep our children safe by TREATING THEM EQUALLY.\" The comment rejects segregation and supports the policy’s protective intent rather than opposing it.", "tone": "negative", "tags": ["transgender rights", "student safety", "equal treatment", "anti-discrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95836", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose this plan\" and argues the policy is \"nonsense.\" They also say schools are \"undermin[ing] parents and family values,\" indicating rejection of the regulation rather than support or neutrality.", "tone": "negative", "tags": ["parental rights", "family values", "transgender policy", "education policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95837", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender policy for public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues that \"Parents need to be included in this sensitive subject,\" indicating rejection of the proposed policy as written. The suggestion that transgender bathroom use should be \"private\" and the appeal to \"Use common sense\" further signal disagreement with the policy's approach to student facilities and parental involvement.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95838", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance 100%!!!\" This is a clear endorsement of adopting the regulation as proposed.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95839", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Oppose\" and urges, \"Protect our girls!\" They argue that \"biological females need safe spaces\" and object to \"biological males in the space,\" indicating rejection of the transgender student policy on bathroom/changing-room access grounds.", "tone": "negative", "tags": ["bathroom access", "privacy", "student safety", "sex-specific facilities", "parental rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95840", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support the guidance\" and repeatedly advocates for adoption, calling it \"morally just and compassionate.\" They also frame it as protection for \"our students\" and \"LGBT peers,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95240", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Some of this is NOT okay", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the proposal is \"NOT okay,\" that it provides \"more protection/coverage for a trans student,\" and asks that it be \"reworked\". They object to key provisions on parent notification, bathroom access, and use of staff offices, indicating opposition to the regulation as written.", "tone": "negative", "tags": ["parental rights", "bathroom access", "privacy", "school facilities", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95241", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support\" and endorses the policy as a way of \"protecting the rights of everyone\" and making schools \"a safe space for anyone regardless of sex, gender, religion, etc.\" This is clear approval of the regulation's goals and adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95242", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong support! Trans rights are human rights!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strong support! Trans rights are human rights!\" and \"Protect trans kids!\" which clearly endorses the regulation. The rest of the comment attacks opponents, but the policy position is unambiguous support.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95243", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please support this policy", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support this policy\" and argues that \"each and every student feels safe, cared for and supported.\" They frame the policy as necessary to prevent students from feeling \"hurt, unhappy, unsafe and discriminated against,\" which clearly endorses adoption.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "anti-discrimination", "supportive learning environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95244", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "PROTECT TRANS KIDS", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The comment explicitly says \"PROTECT TRANS KIDS,\" which clearly endorses the regulation’s purpose of supporting transgender students. It offers no criticism or request to weaken the policy, only a brief affirmative statement.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95245", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose this proposal\" and repeats that it is \"not the way.\" They argue it will cause \"potential abuse and further stress\" and call the policy \"shameful,\" indicating clear rejection rather than support with changes.", "tone": "negative", "tags": ["transgender students", "parental rights", "student safety", "bullying prevention", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95246", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy \"should NOT be implemented\" and \"This should NOT be implemented.\" They repeatedly argue it is \"harmful,\" violates parental authority, and should be rejected rather than adopted.", "tone": "negative", "tags": ["parental rights", "mental health", "student privacy", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95247", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support. Treat others how you want to be treated.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and argues that \"Treating trans kids with the most basic levels of respect and tolerance saves lives.\" They also endorse helping transgender children and criticize opposing views, indicating clear support for the proposed policies.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "bullying prevention", "respect and tolerance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95248", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "PROTECT TRANS KIDS ??????", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly endorses the policy’s underlying goals, stating that kids \"MUST be treated with respect and dignity\" and should have \"the freedom to be themselves.\" This is a direct defense of protections for transgender students and an implicit approval of the regulation.", "tone": "negative", "tags": ["transgender students", "student dignity", "LGBTQ+ inclusion", "respect and dignity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95249", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "In Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this\" and frames the policy as promoting \"equality, tolerance, and acceptance.\" They also endorse the underlying purpose by saying society should \"accept and love our neighbor.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equality", "acceptance", "student rights"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95250", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues the policy would make it \"INCREDIBLY EASY for predators\" and prevent adults from protecting children. This is a clear rejection of the proposed transgender student policies.", "tone": "negative", "tags": ["student safety", "predators", "parental rights", "privacy", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95251", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and urges officials to \"implement these policies.\" They argue the guidelines are \"critical\" for students' health and frame opposition as \"pro-discrimination,\" indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student mental health", "anti-discrimination", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95252", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I FULLY SUPPORT. PROTECT TRANS KIDS.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support this guidance\" and repeatedly urges, \"PROTECT TRANS KIDS\" and \"Make their spaces safer.\" The comment argues the policy is needed to prevent discrimination and ensure safety, which is clear support for adoption.", "tone": "positive", "tags": ["transgender students", "student safety", "anti-discrimination", "LGBTQ+ inclusion", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95253", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and thanks the agency for \"putting forth this legislation\" while urging that it \"make it happen.\" The body also endorses the policy’s purpose, stating that \"Everyone deserves respect and the right to govern their own body.\"", "tone": "positive", "tags": ["transgender rights", "student dignity", "nondiscrimination", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95254", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Concern for Model Policy on Treatment of Transgender Student", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this proposed Model Guidance\" and argues it will \"create more problems than it solves.\" They object to bathroom/locker access, girls' sports impacts, and say it is \"contrary to parental rights,\" all indicating rejection of the policy.", "tone": "negative", "tags": ["parental rights", "bathroom access", "school sports", "privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95255", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support Trans Youth!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this!\" and adds that \"Trans students need support and protection in their schools,\" which clearly endorses adoption of the policy. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "school support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95256", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support trans kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this policy and trans kids\" and adds that \"Supporting their rights is critical.\" This is a clear endorsement of the regulation and its purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95257", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "TRANS RIGHTS ARE HUMAN RIGHTS. I fully support!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support!!\" and repeatedly endorses the policy goals, stating that schools should be \"safe and supportive\" for trans people. They also affirm protections against \"bullying/harassment\" for trans students and staff, indicating clear support for adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "anti-discrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95258", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support the rights of Trans students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Support our students!\" and frames the regulation as protecting \"Trans and non-binary students\" from bullying and discrimination. The comment endorses the policy's purpose of supporting transgender students and reducing harm.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95259", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Absolutely oppose this wicked agenda!  Bad for everyone!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I absolutely oppose this agenda\" and \"This MUST not go on!\" indicating clear rejection of the proposed policies. The language also calls it a \"wicked agenda\" and says it will \"cause all kinds of evil to flourish,\" reinforcing opposition.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "school policy", "religious/moral objections"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95260", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Protect trans kids from abuse.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Please support this bill\" and argues that \"passing this bill should be a no-brainer.\" The comment frames the policy as necessary to protect trans students and improve mental health outcomes.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95261", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans kids are human kids!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Fully support as an essential step\" and \"Support trans kids,\" which clearly endorses adoption of the policy. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95262", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Oppose\" and describes the regulations as \"harmful to children\" and \"injurious to parent-child relationships.\" They further argue the policies \"intentionally remove parents\" from their children's lives, which clearly rejects adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "family relationships", "child welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95263", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly support this legislation.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this legislation\" and repeatedly endorses the policy goals, including making sure children \"feel safe and loved.\" The comment argues against treating gender nonconforming students as \"pariahs\" and supports the regulation's approach to transgender students in schools.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95264", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vote absolutely not!", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The comment explicitly says \"Vote absolutely not!\", which is a clear rejection of the proposed regulation. The rest of the message does not add support or nuance, only a general plea to \"focus on EFUCATION\" and children being \"the future of this nation.\"", "tone": "negative", "tags": ["education priorities", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95265", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and describes the policy as \"a blatant attack on the family.\" They argue it lets kids \"go against their parents\" and says it is \"pushing the agenda against the family,\" which clearly rejects adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "family values", "LGBTQ+ inclusion", "student autonomy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95266", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans Kids Deserve Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the guidance, saying schools should be places where trans youth feel comfortable and that teachers should have \"guidelines for handling specific issues related to trans students.\" They also praise the document as \"evidence-based\" and argue it provides a \"win-win for everyone,\" while urging readers not to be swayed by \"anti-trans rhetoric.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "privacy", "bathroom access", "teacher guidance"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95267", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "its not right", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"i strongly disagree with this\" and repeats that \"this is NOT right,\" indicating clear opposition to the proposed transgender student policies. They also object on religious grounds and specifically reject application to \"elementary school kids\" and \"6-12th\" grades.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "student privacy", "elementary school", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95268", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I VOTE NO!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I VOTE NO!\" and \"I object to these Bills!\" They also urge, \"Do not do this!\" and threaten to homeschool if the policy is adopted, indicating clear opposition to the regulation.", "tone": "negative", "tags": ["parental rights", "transgender students", "home schooling", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95269", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and argues that \"Trans youth need our support!\" They clearly endorse the regulation and frame opposition as harmful, calling for a \"community of love, tolerance and support.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "anti-discrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95270", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "This is so wrong on so many levels. /Transgender Policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disagree with this proposal\" and repeats that \"this proposal is not ok.\" They argue it \"cuts the parents out,\" \"silences families,\" and object to shared bathrooms/changing rooms, all indicating opposition to adoption of the policy.", "tone": "negative", "tags": ["parental rights", "privacy", "bathroom access", "LGBTQ+ inclusion", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95271", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support ALL students!!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying it \"appears to give more support and opportunities\" and concluding, \"This is a step in the right direction.\" They also urge, \"Let's NORMALIZE acceptance!!\" and \"Teach love, not hate,\" which clearly supports adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "bullying prevention", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95272", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says \"strongly oppose,\" which directly states opposition to the proposed policies. The follow-up phrase \"Agree- focus on education\" suggests they want schools to prioritize academics instead of adopting these transgender student policies.", "tone": "negative", "tags": ["transgender students", "school policy", "education priorities"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95273", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Approve, Support, Protect", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly urges approval and protection, saying \"Approve, Support, Protect\" and \"Protect children every time.\" The comment rejects opposition as \"bigoted misunderstanding,\" indicating clear support for the regulation's protections for transgender students.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "nondiscrimination", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95274", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strong support for VDOE Trans and Non-Binary Student Protection", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly gives \"Strong support for VDOE Trans and Non-Binary Student Protection\" and says \"They need these protections right now.\" The body argues the policies are necessary to protect trans and non-binary youth from harassment and to create a \"more safe and inclusive space.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "mental health", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95275", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose any transgender discussions in public schools", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Strongly oppose any transgender discussions in public schools\" and asks to \"remove any transgender discussions from public schools\" and \"do not approve any legislation otherwise.\" This is a clear rejection of the proposed policies and a request that they not be adopted.", "tone": "negative", "tags": ["transgender students", "public schools", "parental rights", "religious freedom", "curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95276", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The comment explicitly states \"STRONGLY OPPOSE\" and provides no qualifying language or support for the regulation. This is a clear rejection of the proposed policies.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95277", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Trans kids MATTER", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly endorses protections for transgender students, stating that \"Their lives MATTER\" and that \"Their education shouldn’t be harmed just because of how they identify.\" The comment also criticizes opponents of the policy and urges that \"We have to be better and DO BETTER,\" indicating support for adoption of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "bullying prevention", "parental rights", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95278", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vote no! Extremely concerned about this proposed legislation.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Vote no!\" and \"I do however strongly oppose this bill in it's entirety.\" They raise multiple objections, including concerns about \"overnight school trips,\" teachers' rights and beliefs, and \"parental rights,\" while only offering a limited alternative about private bathrooms.", "tone": "negative", "tags": ["parental rights", "teacher rights", "overnight trips", "bathroom access", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95279", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says the policy is \"absolutely disgusting and unnatural\" and that \"we should not be normalizing it at all,\" which clearly rejects the regulation. The religious framing (“That is not how God made us”) further indicates opposition to the transgender student policies.", "tone": "negative", "tags": ["religious freedom", "LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95280", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY SUPPORT\" and \"I strongly support this guidance.\" They also explain that the policy would help create \"a welcoming and safe school environment\" for trans youth facing discrimination.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "anti-discrimination", "transgender students", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95281", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" and adds a rationale that \"spaces become safe for Trans Kids\" and therefore \"safer for ALL people,\" which clearly endorses adoption of the policy. There is no indication of opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "safe schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95282", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY OPPOSE TRANSGENDER PROPOSED POLICIES. These policies have NO business in our schools!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE TRANSGENDER PROPOSED POLICIES\" and repeats that the policies have \"NO business in our school systems.\" They argue the policies threaten student safety, violate parental rights, and fail to accommodate religious objections, all of which indicate rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "religious freedom", "student safety", "LGBTQ+ inclusion", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95283", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support these evidence-based policies that make schools safer and more inclusive", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support this admirable, well-researched, and evidence-based proposal\" and argues the policy would \"protect previously vulnerable students\" and create \"safer, more inclusive learning environments.\" The comment endorses adoption as-is and frames the policies as beneficial for student safety and inclusion.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "school climate", "mental health", "bullying prevention"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95284", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I Oppose school transgender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I oppose this transgender policy\" and argues it would \"take too much power from parents/guardians\" and \"cause more harm in the long run.\" These statements clearly reject adoption of the regulation.", "tone": "negative", "tags": ["parental rights", "transgender policy", "state authority", "child welfare"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95285", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Fully support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support any legislation that protects and legitimizes trans youth\" and urges the state to \"be explicit in its guarantee of basic human rights to ALL.\" This is a clear endorsement of the proposed policies, not a request for weakening or rejection.", "tone": "positive", "tags": ["transgender students", "LGBTQ+ inclusion", "anti-discrimination", "student rights", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95286", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONGLY Oppose, gender is a FAMILY matter, no school or teacher has right to deal with this issue.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"STRONGLY OPPOSE\" and argues that \"gender is a FAMILY matter,\" indicating rejection of the proposed policies. They object to schools handling the issue and to schools potentially withholding information from parents, which is a direct opposition to the regulation's approach.", "tone": "negative", "tags": ["parental rights", "privacy", "transgender students", "school authority"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95287", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "OPPOSE USURPATION OF PARENTAL RIGHTS", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"OPPOSE USURPATION OF PARENTAL RIGHTS\" and calls the proposed privacy/confidentiality policy \"a direct usurpation of parental rights.\" They argue the policy should not hide a student's gender identity from parents and say schools should not \"harbor\" children from parents, indicating clear opposition to adoption.", "tone": "negative", "tags": ["parental rights", "privacy", "confidentiality", "transgender students", "school-family communication"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95288", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender", "truncated": false, "stance": "oppose", "stance_confidence": 0.86, "stance_rationale": "The commenter rejects government involvement in this area, saying they do not want \"the government to enforce their ideas on us.\" In context of a regulation on transgender student treatment, this indicates opposition to the proposed policies rather than support or a neutral question.", "tone": "negative", "tags": ["parental rights", "government overreach", "transgender policies"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95289", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I’m proud to support this guidance\" and argues it would help schools \"provide a safe and inclusive educational experience for all students.\" The comment endorses the policy as a way to equip schools with needed procedures, especially for \"our LGBT youth.\"", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "inclusive education", "teacher support"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95290", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support\" the guidance and praises it as helping the state move toward \"greater inclusion and support for ALL students.\" This is a clear endorsement of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "nondiscrimination", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95291", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support- trans kids matter", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying \"Trans kids matter- protect their right to learn and thrive!\" and praising Virginia for fostering \"a system that sets the bar for equality.\" They argue the policies would help trans students \"exist but thrive safely in schools,\" which clearly supports adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "equality", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95292", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly titles the submission \"Strongly Oppose\" and argues there is \"no justification to impose changes\". They also say the policy is \"completely inappropriate\" and frame it as harmful to \"the rest of the children in the class,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["transgender students", "bullying prevention", "student safety", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95293", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support!!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly support!!\" and states that the policy is \"vital\" to the goal of protecting children. The body repeatedly endorses the policy’s purpose, saying it should \"support and protect all children\" and provide \"strong, reassuring, and reliable\" protection.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "anti-bullying", "privacy", "supportive schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95294", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose new policies", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"Oppose new policies,\" and repeatedly rejects the regulation, stating they will \"pull my children out of public schools\" and \"file a law suit everyday against the schools\" if it is implemented. They argue the policies are harmful and call them \"child abuse,\" showing clear opposition to adoption.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "religious freedom", "parental rights", "student privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95295", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "in support of protections for transgender and non-binary students!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support this guidance\" and endorses protections so students can be in a \"safe, welcoming and inclusive\" school environment. The comment also rejects opposition based on religion, indicating clear approval of the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "non-discrimination", "religious freedom"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95296", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "TRANSGENDER RIGHTS ARE HUMAN RIGHTS. People who think differently are selfish.", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses transgender rights, stating \"TRANSGENDER RIGHTS ARE HUMAN RIGHTS\" and defending trans students' needs. The language criticizes opponents of the policy, indicating support for the regulation's purpose rather than opposition.", "tone": "negative", "tags": ["LGBTQ+ inclusion", "transgender rights", "student support", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95298", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Strongly Support\" and states that \"Trans kids deserve dignity and respect,\" which clearly endorses the regulation's purpose. There is no language opposing or questioning the policy.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student dignity", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95297", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "I strongly disagree with this bill and the flawed reasoning on which it is based. It’ll harm kids!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly disagree with this bill\" and calls the reasoning \"flawed.\" The statement \"It’ll harm kids!!\" indicates opposition to adoption of the policy.", "tone": "negative", "tags": ["transgender students", "student safety", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95299", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly in favor, trans kids deserve protection", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly in favor\" and argues that \"these guidelines could do so much to help\" trans children. They also urge, \"Support trans kids,\" indicating clear approval of adopting the regulation.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "privacy", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95300", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support\" the model policies and argues they are \"vital policy changes\" that should be implemented. They also frame the proposal as protecting transgender students' rights and improving youth health, which clearly endorses adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "student safety", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95301", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "100% SUPPORT OUR TRANS/NON BINARY KIDS", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"100% SUPPORT OUR TRANS/NON BINARY KIDS\" and asks to \"add more inclusive protections\" and \"ensure ALL youth are well supported.\" This clearly endorses the regulation and even urges stronger protections rather than weakening it.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student support", "mental health", "anti-discrimination", "youth safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95302", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.97, "stance_rationale": "The commenter explicitly says \"Strongly oppose\" and argues that parents, not the government or schools, should be responsible for teaching children moral values. This indicates opposition to the proposed transgender student policies as a school/government role in child upbringing.", "tone": "negative", "tags": ["parental rights", "government overreach", "school policy", "moral values"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95303", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "THIS MUST HAPPEN!!! Trans kids need to be protected and treated as equals!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly endorses the policy, saying \"THIS MUST HAPPEN!!!\" and that \"Trans kids deserve the same protections other kids get.\" The phrase \"This is ludicrous that it’s even up for debate!\" reinforces strong support for adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student rights", "nondiscrimination", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95304", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly states, \"I support the guidance,\" which directly endorses the proposed regulation. There is no qualifying language or criticism suggesting opposition or neutrality.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "school policy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95305", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Teach the truth with compassion", "truncated": false, "stance": "oppose", "stance_confidence": 0.95, "stance_rationale": "The commenter rejects the policy’s framing of transgender students as an \"agenda\" and argues for teaching \"the truth\" about biological sex instead. Although they mention \"compassionate support,\" the overall message opposes the regulation’s transgender-inclusive approach and favors a different, more restrictive viewpoint.", "tone": "negative", "tags": ["transgender students", "LGBTQ+ inclusion", "parental rights", "sex education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95306", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Please show students love and affirmation of who they are", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I fully support the health and well-being of transgender students,\" which clearly endorses the policy’s purpose. The title, \"Please show students love and affirmation of who they are,\" further indicates approval of the regulation’s supportive approach.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student well-being", "transgender students", "supportive environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95307", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support Transgender Discussions In School", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Strongly Support\" and argues that \"Having these discussions can only benefit students,\" which clearly endorses the regulation’s transgender-related school guidance. The comment also affirms that \"trans people exist and are valid\" and that LGBT+ topics belong in schools, indicating support rather than opposition.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "transgender students", "student education", "school curriculum"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95308", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly oppose.", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly oppose to this\" and argues that schools should not \"be opening to help or guide\" gender discussions. They also say the policy will \"open major confusion and issues for children,\" indicating rejection of the regulation.", "tone": "negative", "tags": ["parental rights", "gender identity", "student privacy", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95310", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "STRONG SUPPORT- all children need a safe environment!", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says they are in \"FULL SUPPORT\" and calls the policy \"essential\" for providing \"a safe and supportive place\" for transgender and nonbinary students. They also argue schools should \"support and protect these children\" and endorse bathroom/locker room access by gender identity.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "mental health", "bathroom access", "anti-bullying"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95309", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose Model Transgender Policy see comments", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly titles the submission \"Oppose Model Transgender Policy\" and repeatedly argues against key provisions, including restroom/locker room access, school notification rules, and participation in female sports. They state the policy would allow \"a male to use this policy to gain access to a female locker room\" and that \"Allowing a male to participate in female sports is cheating and should not be allowed.\"", "tone": "negative", "tags": ["bathroom access", "locker rooms", "parental rights", "school sports", "privacy"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95311", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Proposed gender policy", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I am opposed to the proposed gender policy\" and objects that it \"allows for deception of parents.\" They also frame the policy as potentially harmful to parental communication and student expression, indicating rejection of the regulation rather than support for it.", "tone": "negative", "tags": ["parental rights", "privacy", "religious freedom", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95312", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Oppose", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the proposal \"Oppose\" and argues against allowing \"boys to share a shower n locker room with our 12 yr old daughter.\" They ask for separate sex-specific spaces and say \"Do not take away pur childrens innocence,\" indicating rejection of the policy as written.", "tone": "negative", "tags": ["bathroom access", "locker rooms", "religious freedom", "parental rights", "student safety"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95313", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "SUPPORT", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says \"Absolutely support!!!!\" and argues that \"Trans people deserve the same rights as everyone else.\" This is a clear endorsement of the proposed policies.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95314", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly disagree", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter says, \"I strongly disagree with the bill\" and argues it should not be handled by schools: \"not the school system.\" This clearly rejects the proposed policies rather than supporting them with changes.", "tone": "negative", "tags": ["transgender students", "parental rights", "school policy", "children"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95315", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support--Trans Students Have a Right to feel Safe in School", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly labels the submission \"Support\" and states that \"This policy would ensure that our trans students have the chance to excel.\" They argue the policy helps students feel \"safe and comfortable\" and protects them from \"harassment or violence,\" which clearly endorses adoption.", "tone": "positive", "tags": ["transgender students", "student safety", "bullying prevention", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95316", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Transgender is a mental health issue.  Offer compassionate support towards true freedom", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter rejects the premise of the policy by framing transgender identity as a \"mental health issue\" and saying children should be taught \"the real truth\" about transgender struggles. The comment argues against affirming transgender students and instead promotes a corrective, pathologizing view, which indicates opposition to the regulation.", "tone": "negative", "tags": ["transgender students", "mental health", "LGBTQ+ inclusion", "student education"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95317", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I strongly support\" and frames the policy as part of \"achieving equal rights for all people, including trans people.\" This is a clear endorsement of the regulation's purpose and adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "equal rights", "transgender students"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95318", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Guidance document", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"Vote no! Do not support bill,\" which clearly rejects the proposed regulation. There is no qualifying language or request for changes, just direct opposition.", "tone": "negative", "tags": ["transgender students", "school policy", "opposition"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95319", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support LGBTQ+ kids", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I support guidance for students and educators to accept and support trans youth in schools,\" which directly endorses the proposed policies. They also frame schools as needing to be \"a safe place\" and express hope that children can \"live their truth safely in school,\" reinforcing approval of the regulation's purpose.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "transgender students", "school climate"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95320", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Support", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"support the guidance\" and repeats \"I support this guidance\". They frame it as necessary for a \"safe and welcoming\" school environment for all students, indicating approval of adoption.", "tone": "positive", "tags": ["LGBTQ+ inclusion", "student safety", "safe schools", "nondiscrimination"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95321", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "mandating gender legislation", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says, \"I do not support it,\" indicating opposition to the proposed policies. They argue that \"school legislation\" on gender is unnecessary and dismiss the bullying rationale as \"a distraction,\" while preferring general anti-bullying measures instead.", "tone": "negative", "tags": ["transgender students", "bullying prevention", "school policy", "gender identity"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95322", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Safety for all students", "truncated": false, "stance": "support", "stance_confidence": 0.99, "stance_rationale": "The commenter explicitly says, \"I am in support of programs promoting safe learning environments for all student\" and clarifies that this includes transgender, non-binary, and LGBTQ students. This is a clear endorsement of the regulation’s goals and protections.", "tone": "positive", "tags": ["student safety", "LGBTQ+ inclusion", "transgender students", "safe learning environment"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95323", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Strongly support", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Strongly support\" and adds that \"this support for our students is greatly needed.\" This is a clear endorsement of the proposed policies.", "tone": "positive", "tags": ["student support", "transgender students", "public schools"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95324", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Vote NO!!!", "truncated": false, "stance": "oppose", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly says \"Vote NO!!!\" and \"strongly disagree!!!,\" which clearly indicates opposition to adopting the proposed regulation. No supporting reasons or qualifications are provided, but the stance is unambiguous.", "tone": "negative", "tags": [], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95325", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Human rights", "truncated": false, "stance": "support", "stance_confidence": 0.98, "stance_rationale": "The commenter explicitly argues against discrimination based on gender identity, stating, \"There is no logical reason why someone should be discriminated against because of their gender, or non gender.\" This aligns with supporting the proposed transgender student protections and nondiscrimination policies.", "tone": "positive", "tags": ["human rights", "nondiscrimination", "LGBTQ+ inclusion"], "error": null}
{"run_id": "76c97113-63aa-43db-8f84-9c60ebcbb105", "forum_id": "452", "comment_id": "95326", "analyzed_at": "2026-05-06T20:09:14+00:00", "model": "gpt-5.4-mini", "prompt_version": "cb41250", "input_title": "Are you people crazy?", "truncated": false, "stance": "oppose", "stance_confidence": 0.99, "stance_rationale": "The commenter clearly rejects the policy, asking rhetorically, \"Who in their right minds thinks it's cool to allow confused boys into the girls locker rooms/bathrooms\" and urging, \"Don't make everyone else have to pretend.\" They also explicitly oppose recognizing transgender identities, saying there are \"only TWO\" genders and calling it a \"mental illness.\"", "tone": "negative", "tags": ["bathroom access", "locker rooms", "gender identity", "transgender students", "privacy"], "error": null}