Detecting sleep using heart rate and motion data from multisensor consumer-grade wearables, relative to wrist actigraphy and polysomnography

DM Roberts, MM Schade, GM Mathew, D Gartenberg… - Sleep, 2020 - academic.oup.com
sleep assessment has not been directly compared to alternatives such as wrist actigraphy
or polysomnography … participant sleep at home using a sleep diary and wrist actigraphy (…

… by including information from postural/sleep position changes and body acceleration: a comparison of chest-worn sensors, wrist actigraphy, and polysomnography

J Razjouyan, H Lee, S Parthasarathy… - … of Clinical Sleep …, 2017 - jcsm.aasm.org
… ' assessment of sleep quality, we first tested data on detection of sleep/wake epochs from
a chest sensor and wrist sensor as compared to PSG. Then, sleep quality parameters of …

Validation of Zulu watch against polysomnography and actigraphy for on-wrist sleep-wake determination and sleep-depth estimation

JK Devine, ED Chinoy, RR Markwald, LP Schwartz… - Sensors, 2020 - mdpi.com
… onset, and final awakening in healthy adults compared with PSG or actigraphy. The next …
Developing a wearable that can account for variability in sleep behaviors across individuals …

A systematic review of the accuracy of sleep wearable devices for estimating sleep onset

H Scott, L Lack, N Lovato - Sleep Medicine Reviews, 2020 - Elsevier
Actigraphy devices produced average estimations of sleepsleep in the order of 2–3 min
according to polysomnography (… behavioural responses to tone stimuli to estimate sleep onset…

The sleep of the ring: comparison of the ŌURA sleep tracker against polysomnography

M de Zambotti, L Rosas, IM Colrain… - Behavioral sleep …, 2019 - Taylor & Francis
… that a commercial wristband (Jawbone UP™) performed similarly to a standard actigraphy
(Actiwatch2) in detecting sleep and wake states compared to PSG (Toon et al., Citation2015). …

Sleep assessment by means of a wrist actigraphy-based algorithm: agreement with polysomnography in an ambulatory study on older adults

G Regalia, G Gerboni, M Migliorini, M Lai… - Chronobiology …, 2021 - Taylor & Francis
… with physiological and behavioral alterations of sleep, especially an … sleep detection, the
algorithm (hereafter referred to as … -based sleep staging compared with polysomnography in …

[HTML][HTML] Efficient embedded sleep wake classification for open-source actigraphy

T Banfi, N Valigi, M di Galante, P d'Ascanio, G Ciuti… - Scientific Reports, 2021 - nature.com
sleep/wake detection algorithms for efficient on-device sleep … the model mapping anamnestic
and behavioral information, and (… alignment between actigraphy and polysomnography, we …

[HTML][HTML] Individual differences in compliance and agreement for sleep logs and wrist actigraphy: a longitudinal study of naturalistic sleep in healthy adults

SM Thurman, N Wasylyshyn, H Roy, G Lieberman… - PloS one, 2018 - journals.plos.org
… and lower scores on behavioral avoidance scale (BIS). Our … validated with respect to
polysomnography in a white paper … , whereas actigraphy may have better sensitivity in detecting

Sleep/wake detection by behavioral response to haptic stimuli

KE Miller, L Bäbler, T Maillart, A Faerman… - … of Clinical Sleep …, 2019 - jcsm.aasm.org
… during the sleep period and may augment actigraphy in the … sleep, (3) to assess, by reference
to polysomnography (PSG), … There was no difference in self-reported sleep quality on night …

Utility of the Fitbit Flex to evaluate sleep in major depressive disorder: a comparison against polysomnography and wrist-worn actigraphy

JD Cook, ML Prairie, DT Plante - Journal of affective disorders, 2017 - Elsevier
… , comparison of their performance in estimating sleep against gold standard PSG and other
validated actigraphs is … ), and Accuracy (ability to detect PSG-scored sleep and wake epochs) …