Bibliographic record
Abstract
The sexual homicide of a child is an unusual event, and very few studies have been conducted on the topic. Previous studies have mainly focused on the differences between sexual homicide of child and adult victims. The current study aims to identify a typology of sexual homicide of children based on modus operandi, offenders' and victims' characteristics. Using two-step cluster analysis on a sample of 72 cases of extra familial sexual homicide of children (aged 16 years or below) from France, six clusters have been identified on the basis of eight modus operandi variables: intentional/prepubescent, inadvertent/prepubescent, intentional/preteen, inadvertent/preteen, indiscriminate/teen, and intentional/teen. External validity of the classification was tested using 51 additional variables related to victims, offenders, and other modus operandi characteristics. Findings showed that sexual homicide of children is a heterogeneous phenomenon, largely influenced by the actual age of the victim and the type of violence used. Implications of the findings are discussed considering prevention, criminal investigation, and correctional practices.
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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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".