Negotiating Gender and Sexuality: A Qualitative Study of Elite Women Boxer Intersecting Identities and Sport Psychology Implications
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
There is a lack of research on the social construction of gender and sexuality in elite women's boxing and the social psychological implications. Building on research that theorizes gender and sexuality as intersecting identities, this study explored elite women boxers' (n = 10) identities in relation to inclusion and marginalization on the Canadian National Boxing Team. Constructionist thematic analysis identified a central theme, “boxing as empowering and constraining,” encompassing multiple meanings of gendered identities related to physicality and sexualities. These were tied to inclusion and exclusion. Sport psychology recommendations are made for facilitating sport climates that encourage intersecting identity expression.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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