Risk Assessment and Offender–Victim Relationship in Juvenile Offenders
Bibliographic record
Abstract
The present study compares the Historical, Clinical, and Risk Management-20 (HCR-20) checklist in a male offender population of 108 adolescents using the relationship between the offender and the victim as a classification factor. Two types of relationship were retained for comparison purposes: family victim/known victim and unknown victim. All adolescents admitted to the Adolescent program of Montréal's Philippe-Pinel Institute from February 1998 to April 2003 were assessed and their families were met. The HCR-20 checklist was completed for each adolescent. Statistically significant differences were observed for the mean rank of the total score of the HCR-20 and two sub-scales, the historical subscale (H) and the risk management subscale (R). The results indicate that the adolescents who victimize strangers have more violent risk factors compared to those who victimize family/known victims. These results have important implications regarding prevention and treatment.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".