Bibliographic record
Abstract
The aim of this study was to test whether there is a relationship between situational and modus operandi characteristics and criminal mobility during the sexual assault event. Data collected from both police files and semistructured interviews with 72 serial sex offenders who have committed 361 sexual assaults have been used. Negative binomial regression was used to identify the relationships between the situational and modus operandi characteristics and the criminal mobility exhibited during the sexual assault. Events that involved child or adolescent victims, those where the offender did not use pornography prior to crime, and those where victim resistance was observed exhibited more criminal mobility. Moreover, crimes in which the victim was selected, the victim was alone when approached by the offender, and the assault was characterized by sexual penetration and a lack of premeditation exhibited more criminal mobility. Results seem to suggest that criminal mobility is a goal-oriented action taken by serial sex offenders to successfully complete their crime and to avoid detection and apprehension.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 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".