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Record W4409431699 · doi:10.1016/j.abrep.2025.100608

Exploring cannabis consumption stigma in Canada with consideration of age and gender differences

2025· article· en· W4409431699 on OpenAlexafffundabout
Emily C. Rowe, Ashlee R. L. Coles, Laura M. Harris-Lane, Lisa Bishop, Rachel Howells, Jennifer Donnan

Bibliographic record

VenueAddictive Behaviors Reports · 2025
Typearticle
Languageen
FieldMedicine
TopicCannabis and Cannabinoid Research
Canadian institutionsYork UniversityMemorial University of Newfoundland
FundersCanadian Institutes of Health Research
KeywordsStigma (botany)CannabisConsumption (sociology)PsychologyGerontologyDemographyEnvironmental healthMedicinePsychiatrySociologySocial science

Abstract

fetched live from OpenAlex

Background: Despite cannabis legalization in Canada, stigma towards cannabis consumers remains evident, particularly toward younger cannabis consumers. Our study examined how stigma towards a young cannabis consumer differed by age and gender. Additionally, we explored the impacts of the participants' cannabis consumption, age, and gender identity on their perceptions of stigma. Methods: = 1,114). Participants were randomly assigned to read one of six vignettes depicting a cannabis consumer that varied by age (14, 21, and 28 years) and gender (man, woman). Participants completed the Social Distance Survey as the dependent measure of stigma. Two factorial ANOVAs were conducted to assess the impacts of the vignette character's age and gender, as well as the participant's age and gender identity, on stigma. Results: = 16.64) displayed more stigmatizing attitudes towards adolescent consumers (14-years-old) compared to 21-years-old or 28-years-old consumers. Additionally, older participants (70 + years) displayed more stigmatizing attitudes than younger participants (18-29 and 30-39 years old). Finally, participants who had not consumed cannabis within the past 6-months displayed more stigmatizing attitudes than those who reported any cannabis use frequency. Conclusions: Stigma remains a concern, particularly toward younger cannabis consumers. These findings highlight the importance of developing targeted, early interventions, and education strategies aimed at reducing stigma, especially among those who hold more stigmatizing attitudes, such as non-cannabis consumers and older individuals, which could help mitigate negative outcomes like decreased help-seeking behavior and social isolation. Impact Statement: Stigma toward cannabis consumers was greatest for younger consumers (14-years-old), followed by 21 and 28-year-olds. Specifically, older generations (70 + year old's) endorsed more stigma compared to younger generations. There were no main effects on stigma toward cannabis consumers based on the vignette character's gender or research participants' gender identity.

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 score0.137
Threshold uncertainty score0.390

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 communication0.0000.000
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 head0.074
GPT teacher head0.307
Teacher spread0.233 · 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

Citations1
Published2025
Admission routes3
Has abstractyes

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