Canadian Inuit community engagement in suicide prevention
Bibliographic record
Abstract
OBJECTIVES: To review suicide patterns among Inuit in Canada and highlight new developments in Inuit-driven and community-based suicide prevention. Study design. Narrative overview of suicide among Inuit in Canada, strides towards Inuit autonomy, and community and government action towards suicide prevention. METHODS: Review of Inuit meanings of mental health, movements towards Inuit control across Inuit Nunaat (the 4 Inuit regions) of Canada, and of community and government action towards suicide prevention. RESULTS: Economic advancement is occurring in Inuit Nunaat following land claim settlements, and territorial and provincial governments are overseeing Inuit well-being. Inuit community engagement in suicide prevention is taking place and studies are being planned to evaluate the efficacy of such action for suicide prevention and community mental health. Initial evidence demonstrates that community control over suicide prevention itself can be effective towards preventing suicide. CONCLUSIONS: A new orientation is taking place in Canada in the name of Aboriginal community empowerment. There is a new hope for the model of meaningful community engagement and partnership with the Canadian government in suicide prevention and well-being.
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 | 0.005 | 0.000 |
| 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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".