A standardized framework for testing the performance of sleep-tracking technology: step-by-step guidelines and open-source code

L Menghini, N Cellini, A Goldstone, FC Baker… - Sleep, 2021 - academic.oup.com
Sleep-tracking devices, particularly within the consumer sleep technology (CST) space, are
increasingly used in both research and clinical settings, providing new opportunities for …

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 …

Consumer sleep technology: an American Academy of Sleep Medicine position statement

S Khosla, MC Deak, D Gault, CA Goldstein… - Journal of clinical …, 2018 - jcsm.aasm.org
Consumer sleep technologies (CSTs) are widespread applications and devices that purport
to measure and even improve sleep. Sleep clinicians may frequently encounter CST in …

Consumer sleep tracking devices: a review of mechanisms, validity and utility

BP Kolla, S Mansukhani… - Expert review of medical …, 2016 - Taylor & Francis
Consumer sleep tracking devices such as fitness trackers and smartphone apps have
become increasingly popular. These devices claim to measure the sleep duration of their …

[HTML][HTML] Rigorous performance evaluation (previously,“validation”) for informed use of new technologies for sleep health measurement

M de Zambotti, L Menghini, MA Grandner, S Redline… - Sleep Health, 2022 - Elsevier
New sleep technologies have become pervasive in the consumer space, and are becoming
highly common in research and clinical sleep settings. The rapid, widespread use of largely …

[HTML][HTML] 40 years of actigraphy in sleep medicine and current state of the art algorithms

MR Patterson, AAS Nunes, D Gerstel, R Pilkar… - NPJ Digital …, 2023 - nature.com
For the last 40 years, actigraphy or wearable accelerometry has provided an objective, low-
burden and ecologically valid approach to assess real-world sleep and circadian patterns …

[HTML][HTML] About the accuracy and problems of consumer devices in the assessment of sleep

MS Ameen, LM Cheung, T Hauser, MA Hahn… - Sensors, 2019 - mdpi.com
Commercial sleep devices and mobile-phone applications for scoring sleep are gaining
ground. In order to provide reliable information about the quantity and/or quality of sleep …

Objective measurements of sleep for non‐laboratory settings as alternatives to polysomnography–a systematic review

ATM Van de Water, A Holmes… - Journal of sleep …, 2011 - Wiley Online Library
Sleep disturbance influences human health. To examine sleep patterns, it is advisable to
utilize valid subjective and objective measures. Laboratory‐based polysomnography (PSG) …

Validation of sleep-tracking technology compared with polysomnography in adolescents

M de Zambotti, FC Baker, IM Colrain - Sleep, 2015 - academic.oup.com
Abstract Study Objectives: To evaluate the accuracy in measuring nighttime sleep of a
fitness tracker (Jawbone UP) compared to polysomnography (PSG). Design: Jawbone UP …

Promises and challenges in the use of consumer-grade devices for sleep monitoring

S Roomkham, D Lovell, J Cheung… - IEEE reviews in …, 2018 - ieeexplore.ieee.org
The market for smartphones, smartwatches, and wearable devices is booming. In recent
years, individuals and researchers have used these devices as additional tools to monitor …