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
Atopic dermatitis (AD) is a chronically relapsing eczematous disease, more common in infants and children than in adults and very rare after midlife. The diagnosis of AD is not always easy in adults, especially when the extension of lesions is limited and their distribution atypical. The aim of this study was to investigate epidemiologic and clinical features of adult AD. The medical files of 332 consecutive AD patients were reviewed to ascertain family and personal history of atopy, age at onset, morphology and localization sites of AD lesions, serum total immunoglobulin E levels, skin prick-test and patch-test results. The present study has show that the disease is more frequent in females and during the third decade of life, starts after the 18th year in slightly fewer than half the patients (47.6%), is prevalently localized in the limb flexures, eyelids, and perioral region, but also in the forehead, cheeks, and anterolateral region of the neck, where it is mainly mild to moderate. AD is of the intrinsic type in 30.4% of cases. Positive patch-test reactions to chemical allergens have been observed in 23.8% of patients. These are very important, because they may influence the occupational choices and the development of hand dermatitis.
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) | 0.002 | 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 it