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Updated: May 23, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
Published on: July 22, 2025
Using Medicaid claims to identify children with asthma
Kevin J Dombkowski1, Kara Lamarand, Shiming Dong
1Child Health Evaluation and Research (CHEAR) Unit, Division of General Pediatrics, University of Michigan, Ann Arbor, MI, USA. kjd@med.umich.edu
Administrative data accurately identifies children with asthma in immunization systems. This approach helps target high-risk groups for interventions like flu vaccination reminders.
Area of Science:
- Public Health
- Health Informatics
- Pediatric Asthma Research
Background:
- Accurate identification of children with asthma is crucial for targeted health interventions.
- Statewide immunization information systems offer a potential platform for identifying pediatric asthma cases.
Purpose of the Study:
- To evaluate the accuracy of using administrative data from state programs to identify children with asthma within a statewide immunization information system.
- To determine how different asthma case definitions impact identification accuracy.
Main Methods:
- Children aged 2-18 were categorized using Michigan administrative data (2005-2006) into three groups: Children's Special Health Care Services (CSHCS) asthma diagnosis, asthma medication claims (Rx), or asthma diagnosis codes without medication (Dx).
- A random sample from each group underwent telephone interviews with parents to confirm physician diagnosis, symptoms, and healthcare utilization.
- The primary outcome was the positive predictive value (PPV) of parent-reported physician diagnosis and asthma severity.
Main Results:
- Parental confirmation of physician-diagnosed asthma was high (83%) among identified cases.
- The PPV varied significantly across case definitions: CSHCS (100%), Rx (91%), and Dx (73%).
- Asthma severity was similar for CSHCS and Rx cases but lower for Dx cases.
Conclusions:
- Administrative data, particularly CSHCS and Rx case definitions, can accurately identify children with asthma.
- This method is feasible for Medicaid programs and health plans to identify children for targeted public health initiatives, such as influenza vaccination reminders.
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