Les gangs et la violence dans leur quartier tels que perçus par les jeunes
Bibliographic record
Abstract
La violence des gangs est un problème de société en pleine croissance. La présente étude a pour but de se pencher sur la perception qu’ont les adolescents, non membres de gangs, à propos des gangs, de la violence qui y est associée et de l’influence qu’elle exerce, selon eux, sur leur quartier. Vingt adolescents ont participé à des groupes de discussion sous forme d’entretiens semi-dirigés, ce qui a permis de dégager quatre thèmes principaux : 1) un sentiment d’appartenance ; 2) un prix à payer ; 3) l’incompréhension ; et 4) l’évitement actif. Les perceptions à propos des gangs et de la violence diffèrent d’un adolescent à l’autre. Comprendre leurs points de vue pourrait aider à la conception de programmes de santé publique visant à éduquer les jeunes sur les gangs et sur les conséquences d’une implication dans de tels groupes.
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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 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".