Crime Prevention and the Youth Community Project in Greater Vancouver: A Practicum Review Analysis of a Post-adjudication Intervention Program
Bibliographic record
Abstract
The Youth Community Project (YCP) is an initiative undertaken by the John Howard Society of the Lower Mainland in British Columbia.This program targets high-risk youth and attempts to prevent recidivism through intervention methods emerging out of evidence-based practice.This paper provides an overview of successful crime prevention initiatives targeting young offenders in Canada, demonstrating the theoretical underpinnings of a social development approach.Through a focus on post-adjudication interventions, an examination of evidence-based practices reveals the potential of programs aligning with the principles of the risk-need-responsivity (RNR) model of offender rehabilitation, particularly those following an integrated service delivery model.As a recognized alternative and/or supplement to custodial supervision, YCP is a promising approach to the reduction of recidivism among juvenile offenders in the greater Vancouver region.Adherence to RNR principles and adoption of evidence-based practices will contribute to its success in the field of post-adjudication intervention.
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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) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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".