Alcohol in Context: Alcohol Experiences Among First-Year Residence-Dwelling Students at Two Canadian Universities
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
While extensive research has examined alcohol-related harms in university residences, few studies have explored how specific drinking contexts—such as physical location, policies, and broader socio-cultural factors—shape student alcohol use. This qualitative study utilized semi-structured interviews with 25 first-year residential students and 16 staff across two Canadian universities (University of Calgary, Alberta, and Dalhousie University, Nova Scotia) to investigate how intersecting social, physical, economic, and policy environments contribute to university residences as risk and/or enabling environments. Drawing on Rhodes's risk environment framework, the analysis identified three themes: (1) Navigating tensions between policies and the physical and economic environments; (2) Shaping alcohol experiences through social influences; and (3) Co-creating cultures of care. This research highlights how student residences can reduce alcohol-related harms while fostering cultures of care, health, and well-being. These findings provide deeper insights into peer influence, the promotion of enabling environments, and integrating restorative justice as part of harm reduction strategies.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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