Home sleep apnea testing: comparison of manual and automated scoring across international sleep centers.

Ulysses J MagalangJennica N JohnsKatherine A WoodJesse W MindelDiane C LimLia R BittencourtNing-Hung ChenPeter A CistulliThorarinn GíslasonErna S ArnardottirThomas PenzelSergio TufikAllan I Pack

Published in: Sleep & breathing = Schlaf & Atmung (2018)

There is very strong agreement in the scoring of the AHI for HSATs between the automated systems and experienced international technologists. Automated scoring of HSATs using commercially available software may be useful to standardize scoring in future endeavors involving international sleep centers.

Keyphrases

sleep apnea
deep learning
machine learning
high throughput
physical activity
healthcare
sleep quality
obstructive sleep apnea
positive airway pressure
depressive symptoms
data analysis
clinical evaluation