‘It’s just girls’ hockey’: Troubling progress narratives in girls’ and women’s sport
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
The current historical moment abounds with social ideologies suggesting that girls’ and women’s sport has come a long way. Narratives of achievement, success and the gains that have ostensibly been made over the last three decades hold up these ideologies. In this interview-based study, we consider girls’ minor hockey in Southern Alberta, Canada to examine whether and how historically entrenched inequalities are being challenged, eradicated and/or maintained. To do this, we consider how gender systems are simultaneously resisted and reproduced in girls’ minor hockey in this region thus, positioning it outside the ‘triumphant feminist tale’. In so doing, we highlight the importance of critically considering progress narratives of growth and success in girls’ and women’s sport.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| 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