An Exploration of Childhood Victimization and Family-of-Origin Characteristics of Sexual Offenders Against Children
Bibliographic record
Abstract
A comparison of the childhood victimization experiences and family-of-origin characteristics of 33 sexual offenders against children, 66 violent offenders, and 25 nonviolent offenders participating in assessment or treatment at a forensic division of a Canadian psychiatric hospital was undertaken using a semistructured interview designed specifically for this study. Overall, 31.5% of the sample reported contact sexual abuse (i.e., oral, vaginal, or anal) by age 14. Sexual offenders against children reported significantly more sexual abuse than both violent and nonviolent offenders and were more likely to have been sexually propositioned and exposed to. Sexual offenders against children were also more likely to report physical discipline as the primary type of discipline in the home. Analyses of the variables concerning characteristics of parents, siblings, and significant others also indicated significant differences between groups. Implications of these findings on the intergenerational hypothesis are discussed as well as their relevance for treatment.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".