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The participants in the PT intervention group will use a noninvasive vibratory device (Night Shift Device: Advanced Brain Monitoring, Inc) that is worn around the neck and promotes sleep in the nonsupine position (Figure 1 [source: Frances Clements, Liverpool Hospital, November 10, 2022]).
JMIR Res Protoc 2025;14:e51434
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Our team collected these recordings at the emergency department of the Hsin-Chu Branch at the National Taiwan University Hospital (NTUH). We used the Ca RDIa RT DS101 electronic stethoscope, where each recording is 10 seconds long.
To ensure the accuracy of the annotations, a team of 7 senior physicians meticulously annotated the audio samples. The annotations focused on identifying coarse crackles, wheezes, or normal respiratory sounds.
JMIR AI 2025;4:e67239
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