Les représentations des prisonniers à l’égard des mesures de réduction des risques
Bibliographic record
Abstract
À partir de l’enquête quantitative ANRS-Coquelicot-Prisons, cet article interroge les représentations des prisonniers sur la mise en place de kits d’injection et l’accessibilité des préservatifs en prison. Les kits d’injection ne sont pas disponibles dans les prisons en France et leur mise en place cristallise les débats. Quant aux préservatifs, leur accessibilité reste variable selon les établissements. Afin de connaître les opinions des prisonniers vis-à-vis de ces mesures de réduction des risques, une typologie a été construite à partir de réponses ouvertes, celle-ci met en évidence les divergences d’opinions au sein des groupes et leurs caractéristiques. Ces résultats amènent à repenser la manière dont la parole des concernés peut être associée pour améliorer ces dispositifs.
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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 | 0.006 | 0.023 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".