Burden of illness among patients with asthma prescribed inhaled corticosteroids/long-acting β2-agonists
Bibliographic record
Abstract
-agonists (LABA) are recommended for maintenance-only or maintenance and reliever therapy (MART) in patients with asthma. However, real-world data on ICS/LABA as maintenance-only or MART are limited. This study characterized clinical, economic, and humanistic burdens of asthma in Canada, China, Europe, Japan, and the US, using data collected from patients and physicians via a cross-sectional survey (Asthma Disease Specific Programme). Patients were ≥18 years of age with physician-confirmed asthma and receiving fixed-dose ICS/LABA for ≥3 months. Mean physician-reported symptom-free days over the past 30 days ranged from 10.1-20.6 days, and 31.5-34.6% of ICS/LABA users self-reported not well-controlled asthma. SABA co-prescription was reported in 8.8-67.8% of patients. These findings highlight the continued disease burden among ICS/LABA users, with the high level of SABA co-prescription indicating potentially inappropriate prescribing of ICS/LABA as MART or detrimental reliance on SABA medication in addition to MART.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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 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".