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 …

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 …

Pre-symptomatic detection of COVID-19 from smartwatch data

T Mishra, M Wang, AA Metwally, GK Bogu… - Nature biomedical …, 2020 - nature.com
Consumer wearable devices that continuously measure vital signs have been used to
monitor the onset of infectious disease. Here, we show that data from consumer …

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 …

A deep transfer learning approach for wearable sleep stage classification with photoplethysmography

M Radha, P Fonseca, A Moreau, M Ross, A Cerny… - NPJ digital …, 2021 - nature.com
Unobtrusive home sleep monitoring using wrist-worn wearable photoplethysmography
(PPG) could open the way for better sleep disorder screening and health monitoring …

[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 …

[HTML][HTML] Sleep tracking of a commercially available smart ring and smartwatch against medical-grade actigraphy in everyday settings: instrument validation study

MA Mehrabadi, I Azimi, F Sarhaddi… - JMIR mHealth and …, 2020 - mhealth.jmir.org
Background: Assessment of sleep quality is essential to address poor sleep quality and
understand changes. Owing to the advances in the Internet of Things and wearable …

Agent architecture of an intelligent medical system based on federated learning and blockchain technology

D Połap, G Srivastava, K Yu - Journal of Information Security and …, 2021 - Elsevier
Multi-agent systems enable the division of complicated tasks into individual objects that can
cooperate. Such architecture can be useful in building solutions in the Internet of Medical …

Obstructive sleep apnea: transition from pathophysiology to an integrative disease model

WT McNicholas, D Pevernagie - Journal of sleep research, 2022 - Wiley Online Library
Obstructive sleep apnea (OSA) is characterised by recurring episodes of upper airway
obstruction during sleep and the fundamental abnormality reflects the inability of the upper …

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 …