… GT3X+ and actical wrist and hip worn accelerometers for sleep and wake indices in young children using an automated algorithm: validation with polysomnography

C Smith, B Galland, R Taylor… - Frontiers in psychiatry, 2020 - frontiersin.org
… gain more accurate estimates using the hip placed ActiGraph at the expense of waking after
… Our results do however suggest that for measuring sleep, different sleep dimensions will be …

Multi-night validation of a sleep tracking ring in adolescents compared with a research actigraph and polysomnography

NIYN Chee, S Ghorbani, HA Golkashani… - … and science of sleep, 2021 - Taylor & Francis
sleep measurement to research grade actigraphy at the latter’… ’ sleep was monitored
using the Oura ring and wrist-worn … to motion improved accuracy of sleep classification in …

Application of deep learning to improve sleep scoring of wrist actigraphy

S Haghayegh, S Khoshnevis, MH Smolensky, KR Diller - Sleep Medicine, 2020 - Elsevier
Polysomnography (PSG) is the gold standard for … Sensitivity, specificity, and accuracy values
of our proposed deep learning … Amount of bias in measuring sleep parameters by the deep …

Prospective cohort study to evaluate the accuracy of sleep measurement by consumer-grade smart devices compared with polysomnography in a sleep disorders …

CM Ellender, SF Zahir, H Meaklim, R Joyce… - BMJ open, 2021 - bmjopen.bmj.com
… Jawbone UP3 performed similarly to actigraphy in this study. … -grade sleep devices are less
accurate at measuring TST in … that wrist worn devices have reasonably accuracy and can be …

The wrist is not the brain: Estimation of sleep by clinical and consumer wearable actigraphy devices is impacted by multiple patient‐and device‐specific factors

R Danzig, M Wang, A Shah… - Journal of sleep research, 2020 - Wiley Online Library
sleep latency were compared with polysomnography. Demographics, sleep architecture and
clinical measures … Our aim was to evaluate the inter-individual variability in device accuracy

A systematic review of the performance of actigraphy in measuring sleep stages

H Yuan, EA Hill, SD Kyle… - Journal of Sleep Research, 2023 - Wiley Online Library
… The accuracy of actigraphy for sleep staging is assumed to be poor, but examination is …
compared sleep architecture estimates between wrist-worn actigraphy and polysomnography. …

Actigraphy versus polysomnography to measure sleep in youth treated for craniopharyngioma

K Niel, KN LaRosa, KL Klages… - Behavioral sleep …, 2020 - Taylor & Francis
… wore an actigraph on their non-dominant wrist. Studies were … actigraphy is as reliable as
PSG to analyze nocturnal sleepactigraphy was an accurate and sensitive measure of sleep

It is all in the wrist: wearable sleep staging in a clinical population versus reference polysomnography

BM Wulterkens, P Fonseca, LWA Hermans… - … and Science of Sleep, 2021 - Taylor & Francis
… of different sleep disorders, we calculated κ and accuracy … /Sleep detection, which is a
great advantage over actigraphy. … sleep staging using PPG and accelerometer measurements

Measuring sleep stages and screening for obstructive sleep apnea with a wearable multi-sensor system in comparison to polysomnography

SJ Zhou, R Yang, LL Wang, M Qi, XF Yuan… - … and Science of Sleep, 2023 - Taylor & Francis
… , specific variations in the accuracy, sensitivity, and specificityaccuracy in distinguishing
sleep or wakefulness and for … Citation30 Wrist actigraphy cannot distinguish sleep stages but …

Performance of seven consumer sleep-tracking devices compared with polysomnography

ED Chinoy, JA Cuellar, KE Huwa, JT Jameson… - Sleep, 2021 - academic.oup.com
Actigraphy performs best when wrist movements during wake are robust, although … measure
of sleep, actigraphy has less resolution and precision than PSG—limiting it to binary sleep