Victimisation : réalité préoccupante pour les jeunes pris en charge par la DPJ
Bibliographic record
Abstract
Cet article compare la violence annuellement vécue par un échantillon de jeunes (2 à 17 ans) Québécois pris en charge par la Direction de la protection de la jeunesse (DPJ) et celle subie par les jeunes de la population générale. Les résultats démontrent que les jeunes pris en charge vivent significativement plus de violence et qu’une grande partie d’entre eux font face à de la violence chronique dans plusieurs sphères de leur vie. Les trajectoires susceptibles d’expliquer leur risque accru de victimisation et les implications pour l’intervention sont discutées. Les besoins multiples de ces jeunes soulignent l’importance de développer une vision plus holistique de leur vécu de victimisation et de leurs problèmes. Une plus grande collaboration des divers intervenants et organismes impliqués auprès des jeunes est susceptible de favoriser une approche moins fragmentée et une intervention mieux adaptée.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".