The Roles of Family, Peer, School, and Attitudinal Factors in Cannabis Use Across Immigrant Generations of Youth
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 objective of this study was to examine the associations of family, school, peer, and attitudinal factors with cannabis use among three immigrant generations of youth. The sample consisted of 3,134 students from the 2009 Ontario Student Drug Use and Health Survey, a provincewide survey of 7th- to 12th-grade students. Results indicate that the odds of using cannabis were lower among first-generation immigrant youth than among second as well as third and later generations. The immigrant generations were more similar than different in the significance of family, school, peers, and attitudinal factors on cannabis use. Parental education, however, was found to differ in its effect on cannabis use across generations. Findings suggest that factors that influence cannabis use may be similar across immigrant generations and that further research is needed on the effects of parental education and the mechanisms through which protection and risk to immigrant generations occur.
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 | 0.001 |
| 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 | 0.000 |
| 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 it