Rape and Attrition in the Legal Process: a comparative analysis of five countries
Bibliographic record
Abstract
Despite legal reforms, there has been little improvement in police, prosecutor, and court handling of rape and sexual assault. In the past 15 years in Australia, Canada, England and Wales, Scotland, and the United States, victimization surveys show that 14 percent of sexual violence victims report the offense to the police. Of these, 30 percent proceed to prosecution, 20 percent are adjudicated in court, 12.5 percent are convicted of any sexual offense, and 6.5 percent are convicted of the original offense charged. In the past 35 years, average conviction rates have declined from 18 percent to 12.5 percent, although they have not fallen in all countries. Significant country differences are evident in how cases are handled and where in the legal process attrition is most likely. There is some good news: A victim's "good" character and credibility and stranger relations are less important than they once were in police or court outcomes. However, evidence of nonconsent (witness evidence, physical injuries to the victim, suspect's use of a weapon) continues to be important.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".