Starting to Drink: The Experiences of Australian Lower Secondary Students with Alcohol
Bibliographic record
Abstract
This study describes Australian year eight students' (13-14 years old) experiences with alcohol in terms of communication with parents, initiation into drinking, patterns of consumption, context of use, and harms experienced. The sample comprised 521 year eight students from four state government secondary schools in the state of Victoria. Three of the schools are in Melbourne, the capital of Victoria; the fourth is in a rural center. Female and rural students were more likely to talk to parents about alcohol, but this was not associated with safer drinking. Initiation into drinking was higher among rural students. Rural students also drank more, were more likely to drink without adult supervision, to drink to get drunk, and drink more than planned. Student drinkers experienced just over four alcohol-related harms on average in 12 months, with some indication of greater harm among rural students. Higher levels of drinking by rural students, accompanied by more risky patterns of consumption and the possibility of greater harm, supports prioritizing interventions in rural schools.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".