Treatment Patterns, Healthcare Resource Utilization, and Spending Among Medicaid-Enrolled Children with Chronic Idiopathic/Spontaneous Urticaria in the United States
Bibliographic record
Abstract
INTRODUCTION: Few studies have described chronic idiopathic/spontaneous urticaria (CIU/CSU) healthcare burden in adults, while this information remains largely unknown in children. We aimed to describe treatment patterns, healthcare resource utilization (HRU), and costs in CIU/CSU pediatric patients, as well as to compare HRU and costs in CIU/CSU and CIU/CSU-free pediatric patients. METHODS: Medicaid claims from four states (09/01/2013-03/31/2016) were used to identify patients less than 12 years old. The CIU/CSU cohort included patients with either at least two claims for idiopathic, other, or unspecified urticaria at least 6 weeks apart, or at least one claim for urticaria and at least one claim for angioedema at least 6 weeks apart (index date defined as the first claim). The control cohort included patients without urticaria/angioedema claims (index date randomly assigned). Patients without at least 6 months of continuous Medicaid eligibility pre- and post-index were excluded. HRU and costs were compared between propensity score-matched cohorts during the post-index follow-up. RESULTS: -antihistamines; 13.5% consulted allergist/immunologists and 2.4% consulted dermatologists in the first 6 months of follow-up. Compared to controls, CIU/CSU patients had significantly more per patient per year (PPPY) inpatient (incidence rate ratio [IRR] 2.05), outpatient (IRR 2.20), and emergency department (IRR 1.64) visits (all p values < 0.05). Moreover, CIU/CSU patients also had significantly higher PPPY healthcare costs (mean cost difference [MCD] $1853), driven by incremental outpatient (MCD $1286) costs (all p values < 0.01). CONCLUSIONS: -antihistamines and high use of oral corticosteroids. Compared to CIU/CSU-free controls in the same age group, CIU/CSU pediatric patients had higher HRU and healthcare costs. FUNDING: Novartis Pharmaceuticals Corporation.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 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".