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Record W2944748918 · doi:10.1080/10826084.2019.1608249

Early-Stage Cannabis Regulatory Policy Planning Across Canada’s Four Largest Provinces: A Descriptive Overview

2019· article· en· W2944748918 on OpenAlexafffundabout
Tara Marie Watson, Elaine Hyshka, Sarah Bonato, Sergio Rueda

Bibliographic record

VenueSubstance Use & Misuse · 2019
Typearticle
Languageen
FieldMedicine
TopicCannabis and Cannabinoid Research
Canadian institutionsUniversity of TorontoUniversity of AlbertaCentre for Addiction and Mental Health
FundersCanadian Institutes of Health Research
KeywordsLegalizationCannabisJurisdictionPublic healthGrey literaturePublic policyHealth policyPolitical sciencePublic administrationGeographyMedicineMEDLINELawPsychiatry

Abstract

fetched live from OpenAlex

Background: Observing and documenting major shifts in drug policy in a given jurisdiction offer important lessons for other settings worldwide. After nearly a century of prohibition of non-medical use and sale of cannabis, Canada federally legalized the drug in October 2018. Across this geographically large and diverse country, there is a patchwork of cannabis policies as the provinces and territories have developed their own regulatory frameworks. Objectives: As drug policy transitions are often studied well after implementation, we document early stage cannabis regulatory policy planning in the four most populous provinces of Québec, Ontario, Alberta, and British Columbia. Methods: In June 2018, we systematically searched peer-reviewed and gray literature (such as web content, reports, and policy documents authored by varied authorities and organizations) to identify key aspects of the evolving provincial cannabis legalization frameworks. In the absence of peer-reviewed studies, we reviewed primarily gray literature. Results: For each of the four provinces examined, we provide a succinct overview of early-stage public consultation, plans for cannabis distribution and retail, other key regulatory features, endorsements of a public health approach to legalization, general alignment with alcohol policy, and contentious or standout issues. Conclusions/Importance: Our review clearly illustrates that cannabis legalization in Canada is not unfolding as monolithic policy, despite a federal framework, but with divergent approaches. The public health outcomes that will result from the different provincial/territorial regulatory systems remain to be measured and will be closely monitored.

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)0.006
metaresearch head score (Gemma)0.025
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.830
Threshold uncertainty score0.963

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.025
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0230.053
Science and technology studies0.0070.003
Scholarly communication0.0060.002
Open science0.0030.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.048
GPT teacher head0.321
Teacher spread0.274 · 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 designNot applicable
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

Citations22
Published2019
Admission routes3
Has abstractyes

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