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Record W4412078576 · doi:10.1177/00368237251334295

Canadian Political Economy and the Transnational Character of Canada’s Cannabis Industry

2025· article· en· W4412078576 on OpenAlexaffabout
Joel Z. Garrod

Bibliographic record

VenueScience & Society · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsSt. Francis Xavier University
Fundersnot available
KeywordsCharacter (mathematics)Capital (architecture)Power (physics)PoliticsAsset (computer security)EmpireEconomyProduction (economics)Political economyPolitical scienceEconomicsMarket economyLawGeography

Abstract

fetched live from OpenAlex

There is a continuing debate in Canadian political economy as to whether Canada is better understood as a dependency of the US empire or a secondary imperialist power. Drawing inspiration from middle-ground overviews, this paper questions one of the debate’s central premises: that nationally identifiable capital exists, and that Canadian capital is identifiably Canadian. Through an analysis of the ownership and operations of the seven largest Canadian-based cannabis firms, I argue that what might be labeled as Canadian capital is better understood as a highly financialized and globalizing form of capital whose shift to a asset-light model of production is likely to further the transnational character of this industry, and reproduce historical regional economic stagnation.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.118
Threshold uncertainty score0.857

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.005
Science and technology studies0.0160.009
Scholarly communication0.0070.001
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.000

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 head0.006
GPT teacher head0.257
Teacher spread0.251 · 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 designQualitative
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

Citations0
Published2025
Admission routes2
Has abstractyes

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