Multilevel effects of alcohol among early adolescents in an urban school district
Bibliographic record
Abstract
Aims: To examine how interpersonal interactions within and between the social networks formed by teachers, parents, students, and others shape the unique culture of the school, which in turn, reciprocally exerts a determining influence on each individual in the network. Design: Cross-sectional study exploring whether factors associated with alcohol use at the individual level also exert influence on the culture of a school. Setting: Twelve middle schools within an urban school district in the Midwestern United States. Participants: Seventh grade students (N = 1,620). Measures: Lifetime alcohol use behaviors; mothers' and fathers' involvement in their child's education; and peer deviance. Findings: The findings of this study suggest that as parents' involvement in education increases, and as peer deviance decreases, there are direct benefits to the child, and a protective effect for other children within the school when, in the aggregate, parental involvement increases and peer deviance decreases. Conclusions: The effect of interventions to improve parent involvement and reduce peer deviance, with examinations at the individual-level and school-level, warrant future study.
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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 | 0.002 | 0.001 |
| 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 | 0.001 |
| Open science | 0.001 | 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".