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
Delgocitinib ointment is a newly approved topical medication for the treatment of atopic dermatitis (AD). AD usually has onset in early childhood and is a common, often chronic relapsing inflammatory skin condition that affects all age groups. AD has a large impact on patients' quality of life including physical health and emotional impacts. Conventional management of AD consists of phototherapy and treatments that comprise corticosteroids (both topically and systemically), topical calcineurin inhibitors (tacrolimus and pimecrolimus) or systemic immunosuppressants like ciclosporin. New targeted therapies for AD, including interleukin (IL)-4/13 inhibitors, Janus kinase (JAK) inhibitors and IL-13 inhibitors have been introduced for both topical and systemic use. In this review, we give an overview of the use of delgocitinib, the first topical JAK inhibitor to be approved for AD, including its preclinical pharmacology, pharmacokinetics and metabolism, safety, existing clinical trials and future directions.
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) | 0.002 | 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