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Record W2130314800 · doi:10.1136/tc.12.3.264

British Columbia capital regional district 100% smokefree bylaw: a successful public health campaign despite industry opposition: Table 1

2003· article· en· W2130314800 on OpenAlexaboutno aff
Jeffrey Drope, Stanton A. Glantz

Bibliographic record

VenueTobacco Control · 2003
Typearticle
Languageen
FieldMedicine
TopicSmoking Behavior and Cessation
Canadian institutionsnot available
FundersCenter for Tobacco Control Research and Education, University of California, San FranciscoNational Cancer InstituteUniversity of California, San Francisco
KeywordsOpposition (politics)Tobacco industryEnforcementPublic administrationHospitalityTobacco controlHospitality industryPublic healthPolitical scienceBusinessMedicinePoliticsLaw

Abstract

fetched live from OpenAlex

OBJECTIVE: To describe how the British Columbia Capital Regional District successfully passed, implemented, and enforced a 100% smokefree bylaw in all public places, including restaurants and bars, despite an aggressive campaign by the tobacco industry (acting through the hospitality industry) to stop it. METHODS: Information was obtained from news reports, internal tobacco industry documents, reports, public documents, and interviews with key players. Tobacco industry documents were accessed between February and April 2002. This project was approved by the University of California San Francisco committee on human research. RESULTS: As in the USA and elsewhere in the world, the tobacco industry in British Columbia, Canada, recruited and created hospitality associations to fight against the district smokefree bylaw. They used the classic industry rhetoric of individual rights and freedoms, economic devastation, and ventilation as a solution. Public health authorities were able to counter industry strategies with a strong education campaign, well written bylaws, and persistent enforcement. CONCLUSION: It is possible to overcome serious opposition orchestrated by the tobacco industry and develop and implement a 100% smokefree bylaw in Canada. Doing so requires attention to detail in drafting the bylaw, as well as a public education campaign on the health dangers of secondhand smoke and active enforcement to overcome organised resistance to the bylaw. Jurisdictions considering smokefree bylaws should anticipate this opposition when developing and implementing their bylaws.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.024
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.034
GPT teacher head0.271
Teacher spread0.237 · 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.

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

Citations28
Published2003
Admission routes1
Has abstractyes

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