Actigraphy-Based Sleep Detection: Validation with Polysomnography and Comparison of Performance for Nighttime and Daytime Sleep During Simulated Shift Work.

Chenlu GaoPeng LiChristopher J MorrisXi ZhengMa Cherrysse UlsaLei GaoFrank A J L ScheerKun Hu

Published in: Nature and science of sleep (2022)

Daytime/nighttime sleep affected specificity and F1 but not sensitivity of actigraphy-based sleep scoring. Overall, Actiware performed better than the C-K algorithm. Actiware with medium-threshold was the least biased in estimating nighttime TST, and Actiware with low-threshold was the least biased in estimating daytime TST.

Keyphrases

sleep quality
obstructive sleep apnea
physical activity
depressive symptoms
deep learning
sleep apnea
label free
real time pcr
structural basis