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
BACKGROUND: The World Health Organization recommends that tanning parlors not be used by individuals under age 18 years. The impact of self-tanners on tanning parlor and sunscreen use by Canadian teens is unknown. OBJECTIVE: To determine teens' use of, knowledge of, attitudes toward, and behavior regarding tanning parlors, self-tanning products, and sunscreen. METHODS: Self-report questionnaire of grade 10 students in Thames Valley district, Ontario. RESULTS: Indoor tanning parlors were used by 14%, self-tanners by 28%, and sunscreen daily or most days by 36%. Use was more common in females. There was a strong association between parental and child use of tanning parlors and use of self-tanners. Sixty-two percent believe that self-tanners give adequate photoprotection. CONCLUSIONS: Further education is required to address teen tanning parlor use, infrequent sunscreen use, and lack of knowledge about the safety of tanning parlors and self-tanning products.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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