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Record W2790562751 · doi:10.3138/cpp.2017-026

Toward a Regulatory Framework for the Legalization of Cannabis: How Do We Get to There from Here?

2018· article· en· W2790562751 on OpenAlexaffvenueabout
Philippe Cyrenne, Marian Shanahan

Bibliographic record

VenueCanadian Public Policy · 2018
Typearticle
Languageen
FieldMedicine
TopicCannabis and Cannabinoid Research
Canadian institutionsUniversity of Winnipeg
Fundersnot available
KeywordsLegalizationCannabisGovernment (linguistics)RecreationPolitical scienceIntervention (counseling)Effects of cannabisPublic administrationBusinessPublic economicsLawEconomicsMedicinePsychiatry

Abstract

fetched live from OpenAlex

This article discusses several issues related to the development of a regulatory system for the legalization of cannabis. We first outline a framework for considering how goods and services in general are treated from a legal and regulatory point of view. This is followed by a brief summary of the current legal treatment of cannabis in Canada and in several other countries. Next, we outline several possible motivations for government intervention in the cannabis industry, followed by a discussion of policy options available for realizing an optimal regulatory structure for cannabis in general. Finally, we summarize the nature of the policy choices facing the federal and provincial governments in developing a regulatory framework for the legalization of recreational cannabis in Canada.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.923
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.037
GPT teacher head0.316
Teacher spread0.279 · 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 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

Citations13
Published2018
Admission routes3
Has abstractyes

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