Paternalistic Manipulation through Pictorial Warnings: The First Amendment, Commercial Speech, and the Family Smoking Prevention and Tobacco Control Act
Bibliographic record
Abstract
Beginning in 2012, the Family Smoking Prevention and Tobacco Control Act will require pictorial warning labels on both regular and smokeless tobacco products. The warnings contain textual statements encouraging smoking cessation as well as graphic images depicting cadavers, crying children, and cancerous lesions. As presently required by the U.S. Food and Drug Administration, the warnings both unconstitutionally compel and suppress commercial speech. The warnings violate the First Amendment under every existing Supreme Court standard for evaluating commercial speech regulations: the “reasonable relation” standard of Zauderer v. Office of Disciplinary Counsel; the strict scrutiny standard of Wooley v. Maynard; and the intermediate scrutiny standard for commercial speech disclosure and suppression expressed in Central Hudson Gas & Electric Corporation v. Public Service Commission. Rather than tax tobacco products, ban tobacco products, use removable warnings already adopted by many countries including Canada, or implement educational programs to inform consumers about the dangers of using tobacco products, the FDA has instead resorted to paternalistic manipulation of consumers and infringement upon the First Amendment rights of tobacco manufacturers.
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 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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".