The effect of school culture on substance use : a quantitative study focusing on upper elementary students attending Adventist schools in Canada
Bibliographic record
Abstract
Adolescents are likely to experiment with risky behaviors, such as substance use, which can have implications lasting throughout their lives. Private schools, while not immune to substance use, tend to report lower levels of substance use among their students when compared to the adolescent population in general. This quantitative study focuses on Adventist Education, a private, Protestant school system, to determine if aspects of Adventist school culture (i.e., religious experiences and school connectedness) have a salubrious effect against the engagement in substance use for upper elementary students. The data comes from the Adventist School Culture and Value Inventory conducted at Adventist schools in Canada. This research revealed the importance of developing relationships with students as those relationships have a salubrious effect on substance use among students; however, these are not statistically significant results. A statistically significant correlation does exist between teacher modeling of Christian behavior and a lower engagement in substance use. A second statistically significant correlation raises awareness for the rate of substance use among students from the First Nations population.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 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".