State of the science and recommendations for using wearable technology in sleep and circadian research

M De Zambotti, C Goldstein, J Cook, L Menghini… - Sleep, 2024 - academic.oup.com
Wearable sleep-tracking technology is of growing use in the sleep and circadian fields,
including for applications across other disciplines, inclusive of a variety of disease states …

Evaluating reliability in wearable devices for sleep staging

V Birrer, M Elgendi, O Lambercy, C Menon - NPJ Digital Medicine, 2024 - nature.com
Sleep is crucial for physical and mental health, but traditional sleep quality assessment
methods have limitations. This sco** review analyzes 35 articles from the past decade …

[HTML][HTML] A validation of six wearable devices for estimating sleep, heart rate and heart rate variability in healthy adults

DJ Miller, C Sargent, GD Roach - Sensors, 2022 - mdpi.com
The primary aim of this study was to examine the validity of six commonly used wearable
devices, ie, Apple Watch S6, Garmin Forerunner 245 Music, Polar Vantage V, Oura Ring …

An open-source, high-performance tool for automated sleep staging

R Vallat, MP Walker - Elife, 2021 - elifesciences.org
The clinical and societal measurement of human sleep has increased exponentially in
recent years. However, unlike other fields of medical analysis that have become highly …

Performance of seven consumer sleep-tracking devices compared with polysomnography

ED Chinoy, JA Cuellar, KE Huwa, JT Jameson… - Sleep, 2021 - academic.oup.com
Abstract Study Objectives Consumer sleep-tracking devices are widely used and becoming
more technologically advanced, creating strong interest from researchers and clinicians for …

Wearable activity trackers–advanced technology or advanced marketing?

RJ Shei, IG Holder, AS Oumsang, BA Paris… - European Journal of …, 2022 - Springer
Wearable devices represent one of the most popular trends in health and fitness. Rapid
advances in wearable technology present a dizzying display of possible functions: from …

Performance of four commercial wearable sleep-tracking devices tested under unrestricted conditions at home in healthy young adults

ED Chinoy, JA Cuellar, JT Jameson… - Nature and Science of …, 2022 - Taylor & Francis
Purpose Commercial wearable sleep-tracking devices are growing in popularity and in
recent studies have performed well against gold standard sleep measurement techniques …

[HTML][HTML] The promise of sleep: A multi-sensor approach for accurate sleep stage detection using the oura ring

M Altini, H Kinnunen - Sensors, 2021 - mdpi.com
Sensors | Free Full-Text | The Promise of Sleep: A Multi-Sensor Approach for Accurate Sleep
Stage Detection Using the Oura Ring Next Article in Journal The 2019–2020 Rise in Lake …

Comparing polysomnography, actigraphy, and sleep diary in the home environment: The Study of Women's Health Across the Nation (SWAN) Sleep Study

HM Lehrer, Z Yao, RT Krafty, MA Evans… - Sleep …, 2022 - academic.oup.com
Abstract Study Objectives Polysomnography (PSG) is considered the “gold standard” for
assessing sleep, but cost and burden limit its use. Although wrist actigraphy and self-report …

Evaluating accuracy in five commercial sleep-tracking devices compared to research-grade actigraphy and polysomnography

KA Kainec, J Caccavaro, M Barnes, C Hoff, A Berlin… - Sensors, 2024 - mdpi.com
The development of consumer sleep-tracking technologies has outpaced the scientific
evaluation of their accuracy. In this study, five consumer sleep-tracking devices, research …