Efficacy of Cognitive–Behavioral Interventions Targeting Personality Risk Factors for Youth Alcohol Misuse
Why this work is in the frame
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Bibliographic record
Abstract
Sensation seeking, anxiety sensitivity, and hopelessness are personality risk factors for alcohol use disorders, each associated with specific risky drinking motives in adolescents. We developed a set of interventions and manuals that were designed to intervene at the level of personality risk and associated maladaptive coping strategies, including alcohol misuse. Manuals contained psychoeducational information on the target personality risk factor and how it is associated with maladaptive coping, as well as exercises targeting maladaptive cognitions and behaviors specific to each personality type. We tested the efficacy of these novel interventions on reducing drinking behavior by randomly assigning 297 Canadian high school students (56% girls, mean age 16, mean grade 11) to personality-targeted interventions (group format; 2 sessions) or to a no-treatment control group. Intent-to-treat analyses indicated beneficial effects of the intervention and Intervention x Personality interactions on drinking rates, drinking quantity, binge drinking, and problem drinking symptoms at 4-month follow-up.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.003 |
| 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 | 0.001 |
| 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