Asthma-II: Pathophysiology and Classification
Asthma-III: Symptoms and Complications
Asthma-IV: Diagnostic and Management
Asthma I: Introduction
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
Asthma III: Clinical Manifestations
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Updated: Jun 25, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
Published on: July 22, 2025
H G Birnbaum1, J I Ivanova, A P Yu
1Analysis Group, Inc., Boston, Massachusetts, USA.
Administrative databases can effectively categorize asthma severity, though pulmonary function tests (PFTs) may refine classifications. PFT results altered severity categorization in a small percentage of patients, supporting administrative data use for asthma care evaluation.
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