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Record W4409624538 · doi:10.1016/j.drugpo.2025.104782

Changes in cannabis attitudes and perceptions in the five years following recreational legalization in Canada: Findings from an observational cohort study of community adults

2025· article· en· W4409624538 on OpenAlexafffundabout
Amanda Doggett, Kyla Belisario, André J. McDonald, Jane DeJesus, Emily Vandehei, Jessica Gillard, Laura M. Lee, James MacKillop

Bibliographic record

VenueInternational Journal of Drug Policy · 2025
Typearticle
Languageen
FieldMedicine
TopicCannabis and Cannabinoid Research
Canadian institutionsMcMaster UniversitySt. Joseph’s Healthcare Hamilton
FundersCanadian Institutes of Health ResearchCanada Research ChairsPeter Boris Centre for Addictions Research
KeywordsLegalizationObservational studyCannabisRecreationCohortCohort studyDemographyRecreational usePsychologyPerceptionMedicinePsychiatrySociologyPolitical science

Abstract

fetched live from OpenAlex

BACKGROUND: Social acceptability and perceived risks/benefits are key attitudinal factors that influence substance use, and a major concern about cannabis legalization is an increase in more favourable attitudes ultimately leading to greater cannabis misuse. This study investigated perceptions of cannabis acceptability and risks/benefits over the 5 years following legalization in Canada, the first G7 nation to have legalized cannabis nationally, in a longitudinal observational cohort of community adults. METHODS: Participants (60 % female, median age = 29, 48% reporting cannabis use pre-legalization) were non-clinical adults from the general community who were assessed up to 11 times from September 2018 to October 2023 (mean waves = 9.9). Overall temporal attitudinal changes and whether changes were moderated by pre-legalization cannabis use status were examined. RESULTS: Significant increases over time were present for social acceptability of any recreational cannabis use (OR [95% CI]: 1.06 [1.05, 1.07]) and trying cannabis (1.02 [1.01, 1.03]), while acceptability of medical cannabis use decreased (0.95 [0.94, 0.96]). Meanwhile, regular cannabis use was perceived as riskier (0.97 [0.96, 0.98]) and addiction potential was perceived as greater (0.94 [0.93, 0.95]) over time. Perceived health-related benefits of cannabis were significantly less likely to be endorsed over time, while there were significant increases in perceived risks, including exacerbating stress, anxiety, and depression; exacerbating existing medical conditions; and disrupting sleep. Moderator analyses found participants not using cannabis pre-legalization showed significantly steeper increases towards greater social acceptability of occasional and regular use, and less steep increases in endorsement of cannabis-related risks. CONCLUSIONS: Shifting social acceptability of cannabis post-legalization in Canada is paralleled by increases in perceived health-related risks and decreases in perceived benefits. Continued surveillance of attitudinal changes following legalization in Canada is warranted to inform the impacts in the largest national legal cannabis jurisdiction as well as other jurisdictions considering regulatory reform.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.020
Threshold uncertainty score0.093

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.002
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 head0.029
GPT teacher head0.375
Teacher spread0.346 · 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

Citations11
Published2025
Admission routes3
Has abstractyes

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