Legislation Restricting Access to Indoor Tanning Throughout the World
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
OBJECTIVE: To compile current legislation of indoor tanning throughout the world and compare them with existing legislation found in 2003. DESIGN: Cross-sectional study. SETTING: International. PARTICIPANTS: All nations with legislation regarding access to indoor tanning found through web-based Internet search. MAIN OUTCOME MEASURES: Number of nations with legislation and changes to laws regarding access to indoor tanning since 2003. RESULTS: The number of countries with nationwide indoor tanning legislation restricting youth 18 years or younger increased from 2 countries in 2003 to 11 countries in 2011. Six states or territories in Australia restricted indoor tanning in all minors; a province and a region in Canada implemented youth tanning laws; and 8 states, in addition to 3 preexisting state laws, in the United States implemented indoor tanning legislation since 2003. CONCLUSION: Since 2003, access to indoor tanning has become increasingly restricted around the world.
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.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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