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Record W1983004278 · doi:10.2105/ajph.92.3.360

Expressive Freedom and Tobacco Advertising: A Canadian Perspective

2002· article· en· W1983004278 on OpenAlexaffabout
Christopher P. Manfredi

Bibliographic record

VenueAmerican Journal of Public Health · 2002
Typearticle
Languageen
FieldSocial Sciences
TopicLaw, Rights, and Freedoms
Canadian institutionsMcGill University
FundersAustralian GovernmentRobert Wood Johnson Foundation
KeywordsTobacco controlConstitutionalityLegislationSupreme courtLawGovernment (linguistics)Tobacco industryPoliticsPower (physics)Perspective (graphical)Freedom of the pressAdvertisingPolitical scienceBusinessPublic healthMedicine

Abstract

fetched live from OpenAlex

In 1989, Canada enacted the Tobacco Products Control Act (TPCA), which prohibited tobacco advertising, required health warnings on tobacco packaging, and restricted promotional activities. Canada's tobacco companies challenged the TPCA's constitutionality, arguing that it infringed on freedom of expression. Although it seemed likely that the Canadian Supreme Court would uphold the legislation, in 1995 the court declared the impugned provisions to be unconstitutional. The decision is testimony to the constraining force of liberalism on tobacco regulation, but it is also evidence of the power of political will. While the Canadian government could have used the decision to justify withdrawing from further confrontations with powerful commercial interests, it chose instead to enact new tobacco control legislation in 1997.

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)0.004
metaresearch head score (Gemma)0.005
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: none
Teacher disagreement score0.179
Threshold uncertainty score0.952

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.006
Science and technology studies0.0260.045
Scholarly communication0.0170.007
Open science0.0030.004
Research integrity0.0090.010
Insufficient payload (model declined to judge)0.0170.001

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 head0.043
GPT teacher head0.308
Teacher spread0.265 · 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

Citations6
Published2002
Admission routes2
Has abstractyes

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