Metrics of sleep apnea severity: beyond the apnea-hypopnea index
A Malhotra, I Ayappa, N Ayas, N Collop, D Kirsch… - Sleep, 2021 - academic.oup.com
Obstructive sleep apnea (OSA) is thought to affect almost 1 billion people worldwide. OSA
has well established cardiovascular and neurocognitive sequelae, although the optimal …
has well established cardiovascular and neurocognitive sequelae, although the optimal …
[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 …
because of their ability to provide estimation of sleep patterns in free-living conditions in a …
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 …
more technologically advanced, creating strong interest from researchers and clinicians for …
[HTML][HTML] Wearable sleep technology in clinical and research settings
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 …
health and disease. The boom in wearable technology is part of the digital health revolution …
[HTML][HTML] A critical review of consumer wearables, mobile applications, and equipment for providing biofeedback, monitoring stress, and sleep in physically active …
The commercial market for technologies to monitor and improve personal health and sports
performance is ever expanding. A wide range of smart watches, bands, garments, and …
performance is ever expanding. A wide range of smart watches, bands, garments, and …
Sleep stage prediction with raw acceleration and photoplethysmography heart rate data derived from a consumer wearable device
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 …
the algorithms used by these devices to score sleep are not open source, and the raw …
[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 …
Stage Detection Using the Oura Ring Next Article in Journal The 2019–2020 Rise in Lake …
[HTML][HTML] A systematic review of sensing technologies for wearable sleep staging
SA Imtiaz - Sensors, 2021 - mdpi.com
Designing wearable systems for sleep detection and staging is extremely challenging due to
the numerous constraints associated with sensing, usability, accuracy, and regulatory …
the numerous constraints associated with sensing, usability, accuracy, and regulatory …
Wearable technologies for developing sleep and circadian biomarkers: a summary of workshop discussions
Abstract The “International Biomarkers Workshop on Wearables in Sleep and Circadian
Science” was held at the 2018 SLEEP Meeting of the Associated Professional Sleep …
Science” was held at the 2018 SLEEP Meeting of the Associated Professional Sleep …
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 …
recent studies have performed well against gold standard sleep measurement techniques …