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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".