Treatment of Sexual Offenders With Psychopathic Traits
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article provides a review of recent literature related to the treatment of psychopathy in forensic settings, with particular focus on studies with sexual offenders. The lack of empirical support for the position that psychopaths are untreatable is noted, and data suggesting optimism is discussed. Research demonstrating an interaction between psychopathy and substance abuse and between psychopathy and sexual deviance is also presented. Both substance abuse disorders and inappropriate arousal are frequently encountered in high-risk groups of sexual offenders. These topics are of relevance, in that the question of whether treatment is beneficial with high-risk sexual offenders, including those who are psychopathic, cannot be answered unless groups presenting with typical concurrent disorders (paraphilias, substance abuse, dependence) are discussed. It is argued that, although the evidence is still preliminary, there is reason for optimism with reference to whether psychopathic sexual offenders are responsive to treatment, including offenders presenting with concurrent disorders.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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