Dupilumab Maintains Long-Term Disease Control in Adults with Moderate-to-Severe Atopic Dermatitis as Measured by Well-Controlled Weeks: Results From the LIBERTY AD CHRONOS Clinical Trial
Bibliographic record
Abstract
Key Summary PointsIn this analysis we aimed to assess disease control of moderate-to-severe atopic dermatitis (AD) in adults using the simple and pragmatic patient-reported outcome of well-controlled weeks We found that AD patients receiving dupilumab plus topical corticosteroids (TCS) reported superior disease control during a 52-week treatment period, as assessed by patient-reported wellcontrolled weeks, compared to patients receiving placebo plus TCS This simple patient-reported outcome measure offers additional confirmation that dupilumab treatment provides longterm disease control in AD patients, which has been previously established using other physician-and patient-reported efficacy assessmentsWe show that well-controlled weeks is a pragmatic and feasible measure of longterm disease control in patients with moderate-to-severe AD
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 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".