Family relations, peer influence, spirituality and drug use among students in one university in Kingston, Jamaica
Bibliographic record
Abstract
This study seeks to illuminate the relationship between family relations, peer influence, spirituality and drug use among students in one university in Kingston, Jamaica. A cross-sectional survey design was employed to collect quantitative data from 335 undergraduate university students, using self-report questionnaires. The sample consisted of 335 students (69 % male and 31% female) between the ages 18-24 years. 77.6 % of the sample reported drug use within the past year. A significant positive correlation was identified between past year cannabis use and having dysfunctional and stressful family relationships (p<.05); and negative correlations between past year alcohol, tobacco and cannabis use and positive peer influence (p<.05) as well as higher levels of spirituality (p<.01). A connected family relationship was a protective factor against cannabis use, while positive peer influence and high levels of spirituality are protective factors against alcohol, tobacco and cannabis use among the students who participated in this study.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".