Development of a measure to predict short-term violence in psychiatric populations: The Imminent Risk Rating Scale.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The prediction of near-term violence among psychiatric inpatients has become an important goal in recent years. The Imminent Risk Rating Scale (IRRS) is a screening tool that has been designed to enhance clinicians' knowledge of their patients' risk of violence in the hours and days following evaluation. Drawing on the imminent-violence literature, the instrument includes 7 items touching on personal, interpersonal, and environmental variables that are uniquely predictive of short-term violence. The present study reports on the findings of a small-scale test of the effectiveness and psychometric properties of the IRRS among a sample of psychiatric inpatients (N = 121) undergoing pretrial forensic psychiatric evaluations. The measure has desirable interrater reliability, demonstrates robust improvement over chance in identifying which patients will engage in violence over a subsequent 2-week period, and is especially effective in identifying individuals who are not violent during that time period.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it