Tobacco promotion restrictions – An international regulatory impasse?
Bibliographic record
Abstract
The promotion of tobacco products has received detailed attention. However, this research has focussed on the effects of tobacco advertising or sponsorship, and how restrictions on promotion activities affect demand. By contrast, comparatively few studies have examined the regulatory implications of variations in the guidelines or statutes governing tobacco promotions. In this paper we analyse the issues arising from inconsistencies in international tobacco promotion regulations and the proposals designed to address these. We conclude that because the development and application of consistent regulations infringes on the economic interests and traditions of civil liberties in some nations, the prospects for implementing internationally adhered to protocols is gloomy. A more practical solution may be to control the conditions of sale of tobacco products as these are more readily circumscribed by domestic regulation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.049 | 0.036 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.015 |
| Scholarly communication | 0.009 | 0.010 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.008 | 0.017 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".