Considering Harm Reduction as the Future of Doping Control Policy in International 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
Abstract Since the 1960s, major international sporting organizations enforced a prohibition on performance-enhancing drugs. The scope of this enforcement expanded to the current system regulated by the World Anti-Doping Agency. Although the sophistication of the detective sciences and the comprehensive enforcement of these prohibitions have improved over time, supporters of the ban on drug use in sport still struggle with 3 issues: Doping is still quite common; the ability to detect established drugs have driven users to newer, more experimental substances; and the prohibition policy lacks sufficient moral justifications. This article suggests that the debate over doping has bifurcated between those who continue to support antidoping measures with insufficient ethical grounds and those who would potentially permit the unregulated use of performance-enhancement technologies in sport because of insufficient justifications for prohibition. A third way, posed herein, suggests the most ethically defensible policy is a harm-reduction approach.
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.
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