Police, démocratie et mobilisations sociales : entrevue avec Alex S. Vitale
Bibliographic record
Abstract
Le sociologue américain Alex S. Vitale s’est affairé, tant dans sa production universitaire que dans son engagement militant, à documenter l’évolution des rapports entre le système de justice pénale et la politique. Il a noté une tendance de plus en plus marquée, du côté des gouvernements américains, à concevoir les problèmes sociaux comme devant être réglés par la police, les cours de justice et les centres de détention. Ce tournant punitif prend de nombreuses formes, de la criminalisation des communautés racisées et des personnes de confession musulmane jusqu’à l’expansion des forces policières et de leurs prérogatives, en passant par une répression de plus en plus sévère des individus sans statut de citoyenneté aux États-Unis. Notre entretien avec Vitale vise à présenter ses travaux, tout en mettant en lumière les tensions entre la police, la justice sociale et la démocratie.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.009 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".