Child Protection in Sport: Implications of an Athlete-Centered Philosophy
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
As sport is a highly child-populated domain, the establishment of child-protection measures to reduce the potential for child maltreatment in sport is critical. Concern for the protection of children in sport has a history that is as old as modern sport itself; however, it is only recently that concern has been established about children's experiences of relational forms of abuse and neglect in this domain. The purpose of this article, therefore, is to review current developments in sport with respect to child-protection policy, education, and research. It is the authors' supposition that an athlete-centered philosophy of sport is perhaps the best way to address the protection of children in sport. The philosophy of an athlete-centered sport model is described, and through the integration of an athlete-centered approach to sport, recommendations are made for future implementation of child-protection measures.
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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 | 0.000 |
| 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