Brief Reports: Assessment of Police Calls for Suicidal Behavior in a Concentrated Urban Setting
Bibliographic record
Abstract
As a result of deinstitutionalization over the past half-century, police have become frontline mental health care workers. This study assessed five-year patterns of police calls for suicidal behavior in Toronto, Canada. Police responded to an average of 1,422 calls for suicidal behavior per year, 15 percent of which involved completed suicides (24 percent of male callers and 8 percent of female callers). Calls for suicidal behavior increased by 4 percent among males and 17 percent among females over the study period. The rate of completed suicides decreased by 22 percent among males and 31 percent among females. Compared with women, men were more likely to die from physical (as opposed to chemical) methods (22 percent and 43 percent, respectively). The study results highlight the importance of understanding changes in patterns and types of suicidal behavior to police training and preparedness.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".