The future of sleep health: a data-driven revolution in sleep science and medicine

I Perez-Pozuelo, B Zhai, J Palotti, R Mall… - NPJ digital …, 2020 - nature.com
In recent years, there has been a significant expansion in the development and use of multi-
modal sensors and technologies to monitor physical activity, sleep and circadian rhythms …

[HTML][HTML] Wearable sleep technology in clinical and research settings

M De Zambotti, N Cellini, A Goldstone… - Medicine and science …, 2019 - ncbi.nlm.nih.gov
The accurate assessment of sleep is critical to better understand and evaluate its role in
health and disease. The boom in wearable technology is part of the digital health revolution …

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 …

Use of actigraphy for the evaluation of sleep disorders and circadian rhythm sleep-wake disorders: an American Academy of Sleep Medicine systematic review, meta …

MT Smith, CS McCrae, J Cheung, JL Martin… - Journal of Clinical …, 2018 - jcsm.aasm.org
Introduction: The purpose of this systematic review is to provide supporting evidence for a
clinical practice guideline on the use of actigraphy. Methods: The American Academy of …

Use of actigraphy for the evaluation of sleep disorders and circadian rhythm sleep-wake disorders: an American Academy of Sleep Medicine clinical practice guideline

MT Smith, CS McCrae, J Cheung, JL Martin… - Journal of Clinical …, 2018 - jcsm.aasm.org
Introduction: The purpose of this guideline is to establish clinical practice recommendations
for the use of actigraphy in adult and pediatric patients with suspected or diagnosed sleep …

Sleep stage prediction with raw acceleration and photoplethysmography heart rate data derived from a consumer wearable device

O Walch, Y Huang, D Forger, C Goldstein - Sleep, 2019 - academic.oup.com
Wearable, multisensor, consumer devices that estimate sleep are now commonplace, but
the algorithms used by these devices to score sleep are not open source, and the raw …

Wearable technologies for developing sleep and circadian biomarkers: a summary of workshop discussions

CM Depner, PC Cheng, JK Devine, S Khosla… - sleep, 2020 - academic.oup.com
Abstract The “International Biomarkers Workshop on Wearables in Sleep and Circadian
Science” was held at the 2018 SLEEP Meeting of the Associated Professional Sleep …

[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 …

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 …