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Record W4403854255 · doi:10.7895/ijadr.499

Adolescent alcohol drinking and cannabis use: Longitudinal, and cohort analysis of high school students in Australia

2024· article· en· W4403854255 on OpenAlexaffvenue
Lily Davidson, Janni Leung, Catherine Quinn, Rhiannon Ellem, Calvert Tisdale, Jisu Choi, Molly Carlyle, Melanie J. White, David J. Kavanagh, Leanne Hides

Bibliographic record

VenueThe International Journal of Alcohol and Drug Research · 2024
Typearticle
Languageen
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsBritish Columbia Centre on Substance Use
FundersNational Health and Medical Research CouncilUniversity of QueenslandQueensland University of TechnologyMedical Research CouncilAustralian Government
KeywordsCannabisCohortPsychologyLongitudinal studyAlcoholDemographyMedicinePsychiatrySociologyInternal medicineChemistry

Abstract

fetched live from OpenAlex

Aims: The final year of high school is a challenging phase, during which substance use is common. We conducted longitudinal and cohort comparisons on the levels of alcohol and cannabis use among final year (Year 12) high school students compared to the previous year. Design: Longitudinal and cohort analyses of self-reported survey data. Setting: Ten independent schools across South-East Queensland, Australia. Participants: Year 12 students in 2020 (n = 1024) were compared (a) longitudinally with themselves in Year 11; and (b) to the 2019 Year 12 cohort (n = 632). Measures: Self-reported alcohol and cannabis use. Analyses adjusted for socio-demographic, parental, and schooling variables. Findings: Longitudinally, Year 12 students of 2020 had higher odds of having six or more drinks per occasion, monthly or more often, and reporting lifetime cannabis use, compared to themselves in 2019. However, they were not more likely to drink alcohol weekly or more often in 2020 versus 2019. Compared to the 2019 cohort, the 2020 cohort had higher odds of drinking weekly or more often, having six or more drinks per occasion monthly, and reporting lifetime cannabis use. Conclusions: The 2020 cohort of Year 12 adolescents were more likely to engage in heavy drinking and cannabis use, compared to themselves the previous year, and compared to the previous cohort. Greater alcohol consumption and likelihood of cannabis use among the 2020 cohort might be explained by increased age and impacts of the COVID-19 pandemic. Future research to monitor if this is a continuing trend is warranted.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.195
Threshold uncertainty score0.388

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.170
GPT teacher head0.530
Teacher spread0.360 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2024
Admission routes2
Has abstractyes

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