[HTML][HTML] Accuracy of wristband Fitbit models in assessing sleep: systematic review and meta-analysis

S Haghayegh, S Khoshnevis, MH Smolensky… - Journal of medical …, 2019 - jmir.org
Background Wearable sleep monitors are of high interest to consumers and researchers
because of their ability to provide estimation of sleep patterns in free-living conditions in a …

The future of sleep measurements: a review and perspective

ES Arnardottir, AS Islind… - Sleep medicine clinics, 2021 - sleep.theclinics.com
Sleep assessment depends both on the subjective experience of the individual and
objective measurements, which are traditionally collected through an overnight sleep study …

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 …

Effect of wearables on sleep in healthy individuals: a randomized crossover trial and validation study

S Berryhill, CJ Morton, A Dean, A Berryhill… - Journal of Clinical …, 2020 - jcsm.aasm.org
Study Objectives: The purpose of this study was to determine whether a wearable sleep-
tracker improves perceived sleep quality in healthy participants and to test whether …

Meta-analysis of age and actigraphy-assessed sleep characteristics across the lifespan

MA Evans, DJ Buysse, AL Marsland, AGC Wright… - Sleep, 2021 - academic.oup.com
Abstract Study Objectives Sleep quantity and continuity vary across the lifespan. Actigraphy
is a reliable and widely used behavioral measure of sleep in research and personal health …

[HTML][HTML] Quality of sleep data validation from the Xiaomi Mi Band 5 against polysomnography: comparison study

P Concheiro-Moscoso, B Groba… - Journal of Medical …, 2023 - jmir.org
Background Polysomnography is the gold standard for measuring and detecting sleep
patterns. In recent years, activity wristbands have become popular because they record …

Analysis of data from wearable sensors for sleep quality estimation and prediction using deep learning

A Arora, P Chakraborty, MPS Bhatia - Arabian Journal for Science and …, 2020 - Springer
Wearable devices such as smartwatches, wristbands, GPS shoes are increasingly used for
fitness and wellness as they allow users to monitor their daily health. These devices have …

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
Traditional measures of sleep or commercial wearables may not be ideal for use in
operational environments. The Zulu watch is a commercial sleep-tracking device designed …

Evaluation of a low-cost commercial actigraph and its potential use in detecting cultural variations in physical activity and sleep

P Topalidis, C Florea, ES Eigl, A Kurapov, CAB Leon… - Sensors, 2021 - mdpi.com
The purpose of the present study was to evaluate the performance of a low-cost commercial
smartwatch, the Xiaomi Mi Band (MB), in extracting physical activity and sleep-related …

[HTML][HTML] Quality evaluation of free-living validation studies for the assessment of 24-hour physical behavior in adults via wearables: systematic review

M Giurgiu, I Timm, M Becker, S Schmidt… - JMIR mHealth and …, 2022 - mhealth.jmir.org
Background Wearable technology is a leading fitness trend in the growing commercial
industry and an established method for collecting 24-hour physical behavior data in …