Differential Effects of Gender on Canadian Police Officers’ Perceptions of Stalking
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
Stalking (also known as “criminal harassment” in Canada) is broadly defined as repeated contact with another individual that elicits fear. By manipulating the details of an actual stalking case, the present study examined the role of actor sex (man–woman [M-W], woman–man [W-M]) on perceptions of stalking in a sample of local police officers. Consistent with previous research, officers who read the M-W case anticipated more physical, emotional, psychological, and economic harm, as well as greater likelihood of a prison sentence by judges, than officers who read the W-M case. Actor sex did not influence officers’ perceptions of seriousness, likelihood of a jury conviction, or identification of criminal harassment. The findings may be used to develop intervention programs aimed at educating law enforcement, social support workers, and community agencies to ensure appropriate protection and treatment of individuals stalked by former partners.
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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 | 0.000 | 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 | 0.001 | 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) | 0.000 | 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