Adolescent Suicide in Quebec and Prior Utilization of Medical Services
Bibliographic record
Abstract
Background: Psychopathology is the main risk factor for adolescent suicide but several studies have shown that only a small proportion of suicide victims receive mental health care during the months preceding their suicide. The goal of this study is to describe the uti-lization of medical services by Quebec adolescent suicide victims during the year preced-ing their suicide. Methods: All suicides of persons aged 19 or less that occurred during a five-year period were retrieved from the Quebec Coroner’s database. Corresponding medical services uti-lization data were retrieved from the Quebec physician payment database (RAMQ) and the Quebec hospitalization database (MED-ECHO). Data were analyzed in terms of types and intensity of medical services (physical or psychiatric), types of providers (general prac-titioners, psychiatrists, and other medical specialists), and timing of interventions relative to the date of suicide. Results: 78 % of all Quebec adolescent suicide victims utilized medical services during the year before their suicide. However, only 12 % of all victims received medical attention for
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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 | 0.002 | 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 | 0.000 |
| 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 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".