Religious reactions to gender identity: a comparative analysis of select Canadian and Australian Catholic schools
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Determining the depth of discrimination against gender and sexual minority groups in Catholic schools of selected western nations is best undertaken from an international-comparative perspective. In this article, we compare the Canadian case of Alberta’s ‘washroom wars’ and a ‘gender row’ over uniform changes in an Australian Catholic high school. In each case, practises inclusive of gender diversity in Catholic schools were framed as a departure from Catholic doctrine. To explore how oppressive structures exist and operate within schools, we examine media accounts of each case using Critical Discourse Analysis and contextualize this analysis by examining Canadian and Australian educational and legal settings. We find that despite differing legal frameworks, some Catholic schools continue to place Canonical law above the rights of transgender and gender-diverse students in both countries. We therefore argue that it is the Catholic system’s institutional stance on gender and sexual diversity that perpetuates discrimination.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it