Rosacea and atopic dermatitis. Two common oculocutaneous disorders.
Bibliographic record
Abstract
OBJECTIVE: To increase awareness of the oculocutaneous manifestations of two common skin diseases. QUALITY OF EVIDENCE: We reviewed clinically relevant articles from the dermatologic and ophthalmologic literature. The PubMed database was searched from January 1965 to January 2001 to locate retrospective and prospective cohort and descriptive studies using the MeSH terms acne rosacea; eczema; and dermatitis, atopic. Most literature on the topic is based on descriptive research. MAIN MESSAGE: Several dermatologic problems are known to have ophthalmologic sequelae. Rosacea and atopic dermatitis are two common skin conditions that can have concomitant eye disease. Degrees of skin and eye disease vary; certain cases require specialty referral and other cases can be managed effectively by family physicians. CONCLUSION: Better appreciation of how rosacea and atopic dermatitis overlap with eye disease will result in more appropriate referrals and more comprehensive patient care.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".