La violence communautaire : portrait des jeunes Québécois
Bibliographic record
Abstract
La violence chez les enfants et les adolescents est un sujet hautement préoccupant, notamment en raison des conséquences physiques et psychologiques qui y sont associées. La présente étude s’intéresse à la violence communautaire et vise à combler les lacunes des études antérieures portant sur ce phénomène. À partir d’une enquête populationnelle, elle a pour but de fournir un portrait statistique de la violence communautaire vécue par les enfants et les adolescents québécois âgés de 6 à 17 ans, tout en contribuant aux efforts d’opérationnalisation et de mesure de ce type de victimisation. Plus spécifiquement, cette étude explore la structure factorielle et la cohérence interne d’une mesure de violence communautaire dérivée du Juvenile Victimization Questionnaire (JVQ) (Hamby & Finkelhor, 2004), afin de mieux comprendre la structure sous-jacente aux variables de violence communautaire identifiées. Elle permet également de documenter la prévalence annuelle de diverses manifestations de violence communautaire selon l’âge et le genre des 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".