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Assessing the accuracy of artificial intelligence enabled acoustic analytic technology on breath sounds in children
Published in Journal of Medical Engineering & Technology, 2022
Zai Ru Cheng, Huiyu Zhang, Biju Thomas, Yi Hua Tan, Oon Hoe Teoh, Arun Pugalenthi
In this study, the single label classification was performed instead of a multi-label one, even though in a real-life paediatric clinical context, adventitious sounds can occur in the “multi-label mode”, consisting of both crackles with wheeze, and even additional respiratory sounds such as stridor, stertor and other transmitted sounds. The advanced (multi-label) classifier with greater capability in detecting and interpreting such clinical scenarios has been considered for upcoming research and development.