Cripping the controversies: Ontario rights-based debates in sexuality education
Bibliographic record
Abstract
Comprehensive sexuality education is increasingly being employed on a global scale, with controversies arising regarding the content of such education and the rights of children to access sexuality education versus parents’ rights to decide the moral education of their children. In this paper, we utilise crip theory and a critical disability studies lens to analyse controversies surrounding parents’ rights versus children’s rights in the context of comprehensive sexuality education in Ontario, Canada. Using a disability studies perspective, this paper discusses the erasure of disabled children and youth in debates over children’s and parents’ rights while problematising the liberal humanist and legal frameworks often employed in comprehensive sexuality education and children’s rights. As such, we theorise how a more relationally attuned version of both children’s rights and comprehensive sexuality education can avoid oppositional politics and the reification of liberal humanist and ableist ideologies.
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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 | 0.005 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.032 | 0.052 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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".