Victim cooperation and the prosecution of domestic violence in a specialized court
Why this work is in the frame
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Bibliographic record
Abstract
We address the role of victim cooperation in the prosecution of domestic violence cases in a specialized court in Toronto, Canada. We first examine what factors predict whether a case will proceed to prosecution. We find that, even in a court designed to minimize reliance on victim cooperation through the use of other types of evidence, when prosecutors perceive a victim to be cooperative, the odds that a case will be prosecuted are seven times higher than if a victim is not perceived to be cooperative. In the second part of our analysis, where we seek to determine the correlates of victim cooperation, we find that the two most important determinants of victim cooperation are the availability of videotaped testimony and meetings between victims and victim/witness assistance workers. We discuss the implications of these findings for future research and policy.
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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 | 0.001 | 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) | 0.000 | 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