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Asthma population management: development and validation of a practical 3-level risk stratification scheme
Michael Schatz1, Randy Nakahiro, Christine H Jones
1Department of Allergy, Kaiser-Permanente Medical Center, San Diego, CA 92111, USA. michael.x.schatz@kp.org
The American Journal of Managed Care
|January 24, 2004
Summary
A new risk stratification scheme effectively identifies patients at high risk for emergency asthma hospital care using administrative data. This simple tool aids in proactive asthma management and resource allocation.
Area of Science:
- Pulmonary Medicine
- Health Services Research
- Biostatistics
Background:
- Asthma emergency hospitalizations represent a significant healthcare burden.
- Effective risk stratification is crucial for proactive asthma management.
- Administrative data offers a scalable solution for identifying at-risk populations.
Purpose of the Study:
- To develop and validate a practical risk stratification scheme for identifying patients at high, medium, and low risk of emergency asthma hospital care.
- To utilize administrative data for this risk stratification process.
- To enable targeted interventions for asthma patients.
Main Methods:
- Retrospective cohort study design.
- Logistic regression analysis of administrative data predictors (previous year's emergency care, beta-agonist canister use, oral corticosteroid use).
- Validation in separate training and testing datasets.
Main Results:
- A simple risk score was developed, categorizing patients into high, medium, and low risk.
- High-risk patients were identified by prior emergency care or high medication use (PPV 12.9-22.0%, Sensitivity 24.8-25.4%).
- Medium-risk patients (no prior emergency care but high medication use) represented an additional 28.3-32.6% requiring future emergency care.
Conclusions:
- The developed risk stratification scheme is a practical and useful tool for identifying patients at increased risk of emergency asthma hospital care.
- Administrative data can be effectively leveraged for asthma risk stratification.
- This scheme supports targeted interventions to reduce asthma-related emergency visits.