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digital stethoscope recordings 1gradient boosting 1machine learning classification 1pediatric asthma detection 1self-supervised audio representation 1

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eess.AS2026

Self-Supervised Audio Representation Learning for Pediatric Asthma Detection in Emergency Care Using Digital Stethoscope Recordings

Fatemeh Bagheri, Thalia Pandolfi, Ervin Sejdic +1

The paper evaluates pretrained self‑supervised audio models applied to digital stethoscope breath recordings for detecting pediatric asthma in emergency departments, achieving up t…