The Conjunctivitis of Solar (Actinic) Prurigo
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
Solar (actinic) prurigo (SP) is an abnormal reaction to sunlight that affects mostly the Indian and mestizo populations of America, and is well known in Canada and the United States. It is quite common in Mexico, Central, and South America, although rare in Europe. It usually starts in childhood in both sexes and in about 30-50% of cases involves the oral and ocular mucosa. In this study we present the clinical and histopathologic conjunctival findings in 11 of 105 children with SP. Clinically the most important features were photophobia, some degree of pterygium, and pinguecula, hyperemia, Trantas' dots, hyaline exudate, and follicles. Histopathologically the changes were epithelial, such as epidermoid metaplasia and absence of goblet cells, and stromal changes, which were the most diagnostically relevant. These consisted of lymphocytic inflammatory infiltrates, usually with eosinophils, melanosis, and solar elastosis. We believe this constellation of criteria will be useful for a better characterization of SP.
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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) | 0.001 | 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