The Validity of Violence Risk Assessment in Young Adults: A Comparative Study of Juvenile and Adult Risk Assessment Tools
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
Few studies have addressed the application of violence risk assessment for individuals transitioning from youth to adulthood. For 202 young adults released from Dutch juvenile justice institutions this study investigated the predictive validity and potential disparities in impact of juvenile risk assessment tools (i.e., SAVRY [Structured Assessment of Violence Risk in Youth], and SAPROF-YV [Structured Assessment of Protective Factors for violence risk-Youth Version]), and comparable adult risk assessment tools (i.e., HCR-20 V3 [Historical Clinical Risk management-20 Version 3], and SAPROF [Structured Assessment of Protective Factors for violence risk]). Assessments with juvenile and adult risk assessment tools yielded similar predictive validity for violent and non-violent recidivism. Risk and protective factors related to treatability, parents, community participation, resilience, and personality showed individual predictive validity. These findings offer flexibility when applying risk assessment in clinical practice. The choice between youth and adult assessment tools should be made considering the individual’s developmental stage.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it