Symptom burden of patients with moderate-to-severe atopic dermatitis
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
BACKGROUND: Atopic dermatitis (AD) is a chronic inflammatory skin disease associated with intense and persistent pruritus. OBJECTIVES: To examine associations between AD symptoms and health-related quality of life (HRQoL) in adults (aged ≥18 years) with moderate-to-severe AD. MATERIALS & METHODS: Patient chart and survey data from physicians within Europe were derived from the Adelphi AD Disease Specific Programme (Q3 2019-Q2 2020). HRQoL measures included Euro-Qol 5-dimension, 3-level, questionnaire; Dermatology Life Quality Index; and Work Productivity and Activity Impairment-Atopic Dermatitis questionnaire. Data were evaluated using descriptive statistics and generalized linear models. RESULTS: Of 631 patients, 90.1%, 49.3%, 18.5% and 17.7% reported pruritus, sleep disruption, anxiety and depression, respectively. Adjusted analyses indicated an increased frequency of symptoms associated with worse HRQoL and greater work/activity impairments, particularly for patients with pruritus and sleep disruption. CONCLUSION: Reductions in symptom frequency may have important implications for improving the overall health of patients with moderate-to-severe AD.
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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) | 0.001 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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