Remission of Severe Eyelid Dermatitis With a Topical Janus Kinase Inhibitor
Bibliographic record
Abstract
Department of Dermatology, Yale School of Medicine, New Haven, CT Department of Dermatology, Yale School of Medicine, New Haven, CT [email protected] B.K. is an investigator for Concert Pharmaceuticals, Inc; Eli Lilly and Company; and Pfizer, Inc. B.K. is a consultant and/or has served on advisory boards for Aclaris Therapeutics; Arena Pharmaceuticals; Bristol-Meyers Squibb; Concert Pharmaceuticals, Inc; Dermavant Sciences; Eli Lilly and Company; and Pfizer, Inc. In addition, he is on speaker's bureau for Pfizer, Inc; Regeneron; and Sanofi Genzyme. D.M.P. has no funding or conflicts of interest to declare. The patients in this article have given written informed consent to publication of their case details.
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How this classification was reachedexpand
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) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".