ABORIGINAL YOUTH SUICIDE PREVENTION: A POST-COLONIAL COMMUNITY-BASED APPROACH
Bibliographic record
Abstract
Aboriginal youth suicide is often understood as a (mental) health crisis, so that prevention efforts are designed to promote the early recognition and intervention that is appropriate for any biological disease. This article redefines Aboriginal youth suicide as a community crisis with a social cause (i.e., the impacts of colonization) and cultural “cure” rooted in the reclaiming of wellness through the contemporary expression of traditional values. Using the “Through the Pain to Wellness: Community-Based Suicide Prevention Program” (which has served Aboriginal communities across Canada for the last 20 years) as an example, an introduction to suicide pre-/inter-/post-vention using a post-colonial community resource model in offered. The program provides a blend of post-colonial consciousness raising (to enhance empowerment), mental health promotion (to enhance awareness), intervention skills training (to enhance capacity), and community development (to enhance wellness) in order to mobilize communities as they develop and implement a strengths-based suicide prevention strategy to promote individual, family, and community resilience in the face of suicide.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".