Testing an Interactive Model of Symptom Severity in Conduct Disordered Youth
Bibliographic record
Abstract
This study presents data from 85 young offenders referred for court-ordered mental health assessments. A model of interactive risk was tested, in which parent-child relationships, social-contextual adversity, and antisocial thinking were predicted to be associated with aggressive and delinquent behavior in a multiplicative fashion. For aggression, strong associations were found with parent-adolescent alienation, but there were no interactions with social-contextual risk or antisocial thinking. For delinquency, parent-adolescent relationship quality interacted with both social-contextual risk and antisocial thinking. Better parent-adolescent trust-communication was associated with an attenuated effect of social-contextual risk and antisocial thinking on delinquency. Greater parent-adolescent alienation, however, was associated with relatively high levels of delinquent behavior irrespective of social-contextual risk, whereas adolescents reporting less attachment-alienation showed greater delinquency as social-contextual risk increased.
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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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 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".