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Record W2592208914

Cannabis Use in British Columbia: patterns of use, perceptions, and public opinion as assessed in the 2004 Canadian Addiction Survey

2006· article· en· W2592208914 on OpenAlexaboutno aff
Tim Stockwell, Jodi Sturge, Wayne Jones, Benedikt Fischer, Connie Carter

Bibliographic record

VenueAddiction · 2006
Typearticle
Languageen
FieldMedicine
TopicSubstance Abuse Treatment and Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsAddictionCannabisNova scotiaChristian ministryMental healthPublic healthSubstance abusePsychiatryPsychologyMedicinePolitical scienceGeographyNursingLaw
DOInot available

Abstract

fetched live from OpenAlex

Funds received from the BC Ministry of Health to purchase additional data for BC in the 2004 CAS and to support the analyses presented here are gratefully acknowledged. We would like to thank the partners involved in the Canadian Addiction Survey. The survey was a collaborative undertaking sponsored by the Alberta Alcohol and Drug Abuse Commission, the Addictions Foundation of Manitoba, the Canadian Centre on Substance Abuse, the Canadian Executive Council on Addictions, the Centre for Addiction and Mental Health, the Centre for Addictions Research of BC, Health Canada, and the provinces of British Columbia, New Brunswick and Nova Scotia.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.016
Threshold uncertainty score0.405

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.027
GPT teacher head0.257
Teacher spread0.230 · 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 teacher head, 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

Citations24
Published2006
Admission routes1
Has abstractyes

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