Experiences of Slovak University students with on campus alcohol policy
Bibliographic record
Abstract
Abstract The vast majority of studies focusing on alcohol consumption among university students are based on US and Canadian samples and employ a quantitative approach. Universities from the US and Canada also have a longer tradition in implementing alcohol policies. The alcohol policies at universities in Slovakia are mostly non-systematic and often not implemented in practice. The objective of this study was to explore Slovak university students’ experiences towards alcohol policy on their campuses using a qualitative approach. Eight focus group discussions were conducted among university students (n=64; 38 female; 2011; Slovakia). The key questions were (1) “Is there a policy concerning alcohol on your campus and what are the consequences of not complying with it?”, and (2) “How should an on-campus alcohol policy be developed and what should it include?” The students knew of few, if any, rules concerning alcohol. Student participation was considered important in policy development and implementation. Slovak universities should be more active in forming alcohol policies. A preventative policy which actively involves students was emphasized as optimal.
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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 | 0.000 | 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 | 0.000 |
| 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 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".