Actigraphy-based sleep detection: validation with polysomnography and comparison of performance for nighttime and daytime sleep during simulated shift work
Purpose Actigraphy-based sleep detection algorithms were mostly validated using nighttime
sleep, and their performance in detecting daytime sleep is unclear. We evaluated and …
sleep, and their performance in detecting daytime sleep is unclear. We evaluated and …
[HTML][HTML] Performance of an open machine learning model to classify sleep/wake from actigraphy across∼ 24-hour intervals without knowledge of rest timing
Goal and aims Commonly used actigraphy algorithms are designed to operate within a
known in-bed interval. However, in free-living scenarios this interval is often unknown. We …
known in-bed interval. However, in free-living scenarios this interval is often unknown. We …
A comparison of automated and manual sleep staging and respiratory event recognition in a portable sleep diagnostic device with in-lab sleep study
Z Zhang, M Sowho, T Otvos, LS Sperandio… - Journal of Clinical …, 2020 - jcsm.aasm.org
Study Objectives: The objectives were to develop and validate an algorithm for editing
WatchPAT scoring and assess the accuracy in an unselected clinical population as well as …
WatchPAT scoring and assess the accuracy in an unselected clinical population as well as …
The measurement of sleep by actigraphy: direct comparison of 2 commercially available actigraphs in a nonclinical population
K Benson, L Friedman, A Noda, D Wicks… - Sleep, 2004 - academic.oup.com
Abstract Study Objectives: To compare 2 commercially available actigraphs. Design:
Subjects wore the Actiwatch® L and the Basic Mini-otionlogger® for 2 nights. Setting …
Subjects wore the Actiwatch® L and the Basic Mini-otionlogger® for 2 nights. Setting …
Combining resampling and machine learning to improve sleep-wake detection of Fitbit wristbands
Z Liang, MA Chapa-Martell - 2019 IEEE international …, 2019 - ieeexplore.ieee.org
Consumer sleep tracking wristbands such as Fitbit have been increasingly used in scientific
studies to measure sleep outcomes. Nevertheless, many validation studies indicate that …
studies to measure sleep outcomes. Nevertheless, many validation studies indicate that …
Defining the rest interval associated with the main sleep period in actigraph scoring
Actigraphy is increasingly used for sleep monitoring. However, there is a lack of
standardized methodology for data processing and analysis, which often makes between …
standardized methodology for data processing and analysis, which often makes between …
Enabling the ActiGraph GT9X Link's idle sleep mode and inertial measurement unit settings directly impacts data acquisition
The ActiGraph GT9X has been implemented in clinical trials to track physical activity and
sleep. Given recent incidental findings from our laboratory, the overall aim of this study was …
sleep. Given recent incidental findings from our laboratory, the overall aim of this study was …
Comparisons of portable sleep monitors of different modalities: potential as naturalistic sleep recorders
Background Humans spend more than one-fourth of their life sleeping, and sleep quality has
been significantly linked to health. However, the objective examination of ambulatory sleep …
been significantly linked to health. However, the objective examination of ambulatory sleep …
Sleep estimates using microelectromechanical systems (MEMS)
BHW Te Lindert, EJW Van Someren - Sleep, 2013 - academic.oup.com
Abstract Study Objectives: Although currently more affordable than polysomnography,
actigraphic sleep estimates have disadvantages. Brand-specific differences in data …
actigraphic sleep estimates have disadvantages. Brand-specific differences in data …
How does Fitbit measure brainwaves: a qualitative study into the credibility of sleep-tracking technologies
Z Liang, B Ploderer - Proceedings of the ACM on Interactive, Mobile …, 2020 - dl.acm.org
Consumer sleep-tracking devices provide an unobtrusive and affordable way to learn about
personal sleep habits. Recent research focused primarily on the information provided by …
personal sleep habits. Recent research focused primarily on the information provided by …