The 103,200-arm acceleration dataset in the UK Biobank revealed a landscape of human sleep phenotypes
Human sleep phenotypes can be defined and diversified by both genetic and environmental
factors. However, some sleep phenotypes are difficult to evaluate without long-term, precise …
factors. However, some sleep phenotypes are difficult to evaluate without long-term, precise …
Validation of sleep stage classification using non-contact radar technology and machine learning (Somnofy®)
S Toften, S Pallesen, M Hrozanova, F Moen, J Grønli - Sleep Medicine, 2020 - Elsevier
Objective To validate automatic sleep stage classification using deep neural networks on
sleep assessed by radar technology in the commercially available sleep assistant …
sleep assessed by radar technology in the commercially available sleep assistant …
Potential applications of mobile and wearable devices for psychological support during the COVID-19 pandemic: A review
K Ueafuea, C Boonnag, T Sudhawiyangkul… - IEEE Sensors …, 2020 - ieeexplore.ieee.org
The coronavirus disease 19 (COVID-19) pandemic that has been raging in 2020 does affect
not only the physical state but also the mental health of the general population, particularly …
not only the physical state but also the mental health of the general population, particularly …
[HTML][HTML] Validation of Fitbit Charge 2 sleep and heart rate estimates against polysomnographic measures in shift workers: Naturalistic study
B Stucky, I Clark, Y Azza, W Karlen… - Journal of medical …, 2021 - jmir.org
Background Multisensor fitness trackers offer the ability to longitudinally estimate sleep
quality in a home environment with the potential to outperform traditional actigraphy. To …
quality in a home environment with the potential to outperform traditional actigraphy. To …
[HTML][HTML] 40 years of actigraphy in sleep medicine and current state of the art algorithms
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 …
burden and ecologically valid approach to assess real-world sleep and circadian patterns …
[HTML][HTML] Wearable monitoring of sleep-disordered breathing: estimation of the apnea–hypopnea index using wrist-worn reflective photoplethysmography
A large part of the worldwide population suffers from obstructive sleep apnea (OSA), a
disorder impairing the restorative function of sleep and constituting a risk factor for several …
disorder impairing the restorative function of sleep and constituting a risk factor for several …
[HTML][HTML] A validation study of a commercial wearable device to automatically detect and estimate sleep
The aims of this study were to:(1) compare actigraphy (ACTICAL) and a commercially
available sleep wearable (ie, WHOOP) under two functionalities (ie, sleep auto-detection …
available sleep wearable (ie, WHOOP) under two functionalities (ie, sleep auto-detection …
Technologies for sleep monitoring at home: Wearables and nearables
Sleep is an essential part of our lives and daily sleep monitoring is crucial for maintaining
good health and well-being. Traditionally, the gold standard method for sleep monitoring is …
good health and well-being. Traditionally, the gold standard method for sleep monitoring is …
Artificial intelligence in sleep medicine: background and implications for clinicians
Polysomnography remains the cornerstone of objective testing in sleep medicine and results
in massive amounts of electrophysiological data, which is well-suited for analysis with …
in massive amounts of electrophysiological data, which is well-suited for analysis with …
Using wearable technology (closed loop acoustic stimulation) to improve sleep quality and work outcomes.
Drawing from the neuroscience literature and recent advancements in sleep technology, we
examine how closed loop acoustic stimulation can improve employee sleep and subsequent …
examine how closed loop acoustic stimulation can improve employee sleep and subsequent …