The Influence of the Commercial Speech Doctrine on the Development of Tobacco Control Measures
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Among the attempts to oppose tobacco control legislation, the tobacco industry has alleged violations of its right to commercial speech. While the disputes that took place in some jurisdictions like the United States (US), Canada, or the European Union (EU) have been already analyzed, much less is known about how, globally, this doctrine has influenced the adoption of tobacco control measures. This article contributes to filling this gap by illustrating how the commercial speech doctrine influenced the negotiations of the Framework Convention on Tobacco Control (FCTC). Moreover, using the Tobacco Control Database of Campaign for Tobacco-Free Kids, it shows that arguments on commercial speech have been used to challenge tobacco control measures in an increasing number of countries.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.024 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it