Girls Will Be Girls, in a League of Their Own – The Rules for Women’s Sport as a Protected Category in the Olympic Games and the Question of ‘Doping Down’
Bibliographic record
Abstract
Recent debate by feminist scholars in philosophy of sport has been focused on the status of women’s sport as a protected category. Positions have varied significantly, from no need for a protected category anymore—to allow women’s sport to flourish and to give them a fair opportunity, given that men’s sport still dominates, just as it has in the past. It will be argued that: i) the concept of a ‘protected category’ is tied logically to the concept of fair play and has been defined and enforced through the rules in sport and generally requires some kind of certification for inclusion. These specific rules will be analyzed in detail. Having separate women’s events means that logically it must be possible to exclude, and exclusion is not a popular stance as many have argued that the onus is on inclusion from a human rights perspective. Thus, sport policy makers are truly in an intractable position. On the one hand, no qualifying athlete should have to ‘dope down’ (or ‘dope up’) to compete in the Olympic Games. On the other hand, women athletes have argued that sex equality in competitive sport is a legitimate goal and that separating athletes in competition by biological sex traits is the only way to achieve this goal. It seems criminal to ask athletes to ‘dope down’ to be able to compete in the Olympic Games, however, although a new auxiliary rule creating new sub-classification of women athletes with testosterone higher than the stipulated cut off seems logical on the face of it, these cases are statistically rare. It is concluded that the community of women athletes should have the most significant voice, as historically, the criteria for the women’s sport-protected category have been predominantly determined by men. That is not to say that men’s voices, or voices outside of the women’s sports community of practitioners, cannot be heard, but they should not be the deciding factor.
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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 | 0.007 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.007 | 0.034 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.006 | 0.005 |
| Insufficient payload (model declined to judge) | 0.009 | 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".