Related Experiment Video
Updated: Jul 19, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
Published on: July 22, 2025
Validating an asthma case detection instrument in a Head Start sample
Sebastian Bonner1, Thomas Matte, Mitchell Rubin
1Center for Urban Epidemiologic Studies, New York City Department of Health and Mental Hygiene, New York, NY 10029, USA. sbonner@nyam.org
Insights
A new 15-item Brief Respiratory Questionnaire (BRQ) effectively screens preschool children for probable asthma. This validated instrument aids early detection in high-risk communities, improving pediatric asthma management.
Area of Science:
- Pediatric Pulmonology
- Public Health
- Medical Diagnostics
Background:
- Asthma is a prevalent pediatric chronic condition, particularly in disadvantaged communities of color.
- Existing screening tools lack validation for early asthma detection in preschool-aged children.
- There is a critical need for validated instruments to identify children with probable asthma in early childhood settings.
Purpose of the Study:
- To develop and validate the Brief Respiratory Questionnaire (BRQ) for detecting probable asthma in preschool children.
- To assess the BRQ's accuracy and feasibility for use by nonmedical personnel in Head Start and subsidized preschools.
- To provide a tool for early identification of asthma in high-prevalence, high-morbidity communities.
Main Methods:
- A 15-item BRQ was developed and administered to parents of 419 children in Head Start settings.
- A validation interview (VAL) was conducted with parents of 200 children (149 case-positive, 51 case-negative).
- Physician assessments of summarized VALs served as the gold standard to compare BRQ classifications against.
Main Results:
- A 4-item algorithm from the BRQ demonstrated good agreement with the validation standard (kappa = .73).
- The 4-item BRQ algorithm achieved high specificity (96%), good sensitivity (73%), and a high positive predictive value (97%).
- The BRQ can be administered and scored by nonmedical preschool staff in under 5 minutes.
Conclusions:
- The Brief Respiratory Questionnaire (BRQ) is a valid and efficient tool for identifying preschool children with probable asthma.
- The BRQ is suitable for use in Head Start and similar subsidized preschool settings, particularly in underserved communities.
- This validated screening instrument can facilitate timely intervention and management of pediatric asthma.
Abstract:
Although specific tests screen children in preschool programs for vision, hearing, and dental conditions, there are no published validated instruments to detect preschool-age children with asthma, one of the most common pediatric chronic conditions affecting children in economically disadvantaged communities of color. As part of an asthma education intervention, a 15-item Brief Respiratory Questionnaire (BRQ) was developed to detect children with probable asthma in Head Start and subsidized preschool settings in communities with high asthma prevalence and associated morbidity. Preschool personnel administered the BRQ to consenting parents of 419 enrolled children. Trained interviewers administered validation interviews (VALs) to parents of 149 case-positive children and 51 case-negative children. Three physicians independently assessed deidentified summaries of the VALs that captured responses about signs and symptoms of asthma, diagnosis and treatment, and use of medical services. The physicians' assessments of the summarized VALs were the validated standard to which the BRQ classifications were compared. A simple algorithm of 4 items was identified that can be administered and scored by nonmedical preschool personnel in less than 5 minutes. The chance-corrected agreement between these 4 items of the BRQ and the VAL was good: kappa, .73 (95% confidence interval, 0.62-0.84); specificity, 96%; sensitivity, 73%; and positive predictive value, 97%. The BRQ appears to be a valid instrument for detecting children with probable asthma in Head Start and other subsidized preschool settings in communities with high prevalence of asthma.
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