L’utilisation de substances psychoactives en contexte d’intervention auprès de victimes d’actes criminels : les enjeux liés à la pratique
Bibliographic record
Abstract
La présence d’actes criminels dans la vie d’un individu peut entraîner la consommation de substances psychoactives (SPA) pour apaiser ceux-ci. Qu’elle soit problématique ou non, la consommation de SPA peut affecter l’intervention auprès des victimes. Une première étude a permis de documenter certaines lacunes dans l’intervention spécialisée en dépendance lorsqu’il y a présence de victimisation. L’étude actuelle s’intéresse à la prise en compte de la consommation par les personnes intervenant auprès des victimes d’actes criminels. Les résultats des 31 entrevues menées auprès d’intervenant(e)s soulèvent principalement les besoins de mieux connaître les SPA et leurs effets de même que les besoins de collaboration entre professionnel(le)s afin d’améliorer les services aux victimes.
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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 | 0.004 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".