Analysis of questionnaire survey to determine worldwide trends in prescriptions of biologics for the treatment of unresponsive chronic urticaria
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: Chronic spontaneous urticaria (CSU) is a common condition treated by allergist/immunologists, but the only FDA-approved biologic medication, omalizumab, may be underutilized globally. Objective: This study was performed to determine the global prescription of omalizumab for treatment of CSU by allergists/immunologists. Methods: Anonymous questionnaire surveys were distributed online to World Allergy Organization (WAO) members worldwide. Categorical data were analyzed for descriptive analysis using one-way frequency tabulation in SAS 9.4. Results: There were 348 respondents (43 missing data); Average age 51 (range 28-90); M/F 48%/52%. 58% had > 15 years of clinical experience and 10% < 5; 42% worked in private clinics, 36% public hospitals, 24% academia, 18% private hospitals, and 4% in community practice. Eighty-two percent (82%) prescribed omalizumab for CSU patients and use of omalizumab was highest among young practitioners. The most significant barriers were cost (63%) and restricted formulary (24%). Drug safety (63%) and chances of adverse events (47%) were the most significant factors deciding treatment. Twenty-two percent (22%) reported 80-100% of CSU patients were complete responders to omalizumab; 34% preferred increasing frequency (q 2-weeks), and 18% preferred increasing dose (600 mg q 4-weeks) for partial or non-responders. UAS7, UCT, and CU-QoL were used to assess CSU by 55%, 29%, and 25% of respondents, respectively. Autoimmune thyroid disease (62%), thyroid abnormality (43%) and allergic rhinitis (35%) were the most frequent comorbidities reported. Conclusions: Most clinicians favored omalizumab over other potential treatments due to safety. Although younger clinicians were more likely to prescribe omalizumab, cost and formulary access were major barriers. Only 22% of respondents reported 80% or greater of their patients had complete response to omalizumab, indicating the need for novel CSU therapies.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| 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