Racers, Pacers, Gender and Records: On the Meaning of Sport Competition and Competitors
Bibliographic record
Abstract
This paper examines footraces that are paced and unpaced, and runners who are pre-arranged, designated pacers and those who are not. Although pacesetting is commonplace in footraces today, the practice challenges our conception of sport competition, the nature of competitors and the meaning of records. For example, Bale calls paced races as ‘staged experiments’ to set world records and argues that pacers were crucial in the running career of Roger Bannister. In 2011, the International Association of Athletics Federation (IAAF) banned women’s world records in mixed gender running events, like major marathons, because women were paced by male runners. By examining these cases and others, the authors here will claim paced footraces are qualitatively different than unpaced competitions, pacers introduce peculiar motives and intentions as competitors, women should not be denied opportunities to excel and perform at their very best, and the 2011 IAAF policy is unjustified.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".