Le Suicide En Abitibi-Témiscamingue: Données Épidémiologiques Pour La Période 1992-1996
Bibliographic record
Abstract
A permanent register of suicide cases has been established and has made it possible to produce a quantitative description of the suicide phenomenon in Abitibi-Témiscamingue for the period 1992-1996. This study reviews 211 suicide cases reported by the Chief Coroner Office of Quebec. A content analysis grid was applied to the coroners' files and has facilitated the study of 87 variables potentially related to suicide. The results show the evolution of suicide rates in this region in relation to those in other parts of Quebec, and the differences among various parts of the region. Several variables are shown to be significantly related to suicide (sex, age, method used, suicide site, etc.). A review of recent literature on suicide throughout the world indicates that patterns of suicide in Abitibi-Témiscamingue follow present trends in North America and Europe, but with aspects particular to the region.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.009 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".