“We Are Not Aliens, We're People, and We Have Rights.” Canadian Human Rights Discourse and High School Climate for LGBTQ Students
Bibliographic record
Abstract
La loi canadienne protège contre la discrimination en raison d'orientation sexuelle, mais nos Žcoles publiques ne rŽpondent pas ^ leurs obligations morales et lŽgales en lien avec la diversitŽ des sexualitŽs et des genres aupr□s des adolescents et adolescentes. Cet article rapporte une Žtude de sondage national sur l'homophobie et la transphobie dans les Žcoles secondaires aux Canada. Les participants et participantes ( n =3,607) ont ŽtŽ sondŽ(e)s au sujet du climat de l'Žcole, l'harc□lement, l'attachement ^ l'Žcole, et les interventions institutionnelles. Nous avons dŽcouvert que les Žcoles ne sont ni sŽcuritaires ni respectueuses en ce qui concerne la diversitŽ des sexualitŽs et des genres et nous argumentons que la continuation de cette situation sape le respect des Žl□ves pour la Charte des droits aussi bien que leur confiance envers les adultes. Canadian law protects people from discrimination on the grounds of sexual orientation, but our public schools do not fulfill their ethical and legal obligations where sexual and gender minority youth are concerned. This article reports on a national survey study on homophobia and transphobia in Canadian high schools. Participants ( n =3,607) were questioned about school climate, harassment, school attachment, and institutional interventions. We found that schools were neither safe nor respectful for sexual and gender minority students, and we argue that ongoing exposure to this situation undermines students' respect for the Charter of Rights and their faith in adults.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.048 | 0.030 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".