Evaluating Canada's Drug Prevention Strategy and Creating a Meaningful Dialogue with Urban Aboriginal Youth
Why this work is in the frame
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Bibliographic record
Abstract
This article describes some of the risks and challenges faced by Aboriginal youth living in Canadian cities. It evaluates four current drug prevention/education programs for this group and other at-risk youth. The lessons learned from these strategies lead to a proposal for a reflective education approach directed toward opening meaningful dialogue about drugs and alcohol with urban Aboriginal youths in group settings. The objectives of the approach are to create an open dialogue with youths, enhance problem-solving skills, minimize harm, and initiate a process of reflection about the role of drugs in the lives of young people. The goal is for the proposed approach to be implemented in various group contexts, including classrooms, workshops, talking circles, treatment centers and sports clubs. The article also explores the practice and policy dimensions of prevention-focused social work with Aboriginal youth.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it