Adolescent Problem Behavior in Toronto, Canada
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
The purpose of this study was to evaluate the relative association of unique aspects of social capital at the level of families, schools, and neighborhoods on adolescent self‐reported violence, property crimes, and substance use. Data come from the 2006 Canadian International Youth Survey that asked adolescents between the ages of 12 and 15 in the metropolitan city of Toronto ( N = 3, 101) about their problem behavior. Poisson regression models revealed that parental monitoring, school performance, peer approval of illegal activities, and neighborhood social disorder were consistently associated with all three adolescent problem behaviors, net of controls. Results were more mixed for remaining measures of social capital on adolescent problem behavior. Interestingly, neighborhood cohesion was a significant predictor of adolescent substance use, but operated in a direction that was contrary to the proposed hypotheses. These findings highlight the importance of teasing out how different facets of social capital in different environments are linked to adolescent problem behavior.
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 | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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