The Promise of Sleep: A Multi-Sensor Approach for Accurate Sleep Stage Detection Using the Oura Ring

Sleep classification from wrist-worn accelerometer data using random forests

(2021) Kalaivani Sundararajan et al.   Scientific Reports

A Systematic Review of Sensing Technologies for Wearable Sleep Staging

(2021) Syed Anas Imtiaz   SENSORS

Systematic Review on Human Skin-Compatible Wearable Photoplethysmography Sensors

(2021) Inho Lee et al.   Applied Sciences-Basel

Multi-Night Validation of a Sleep Tracking Ring in Adolescents Compared with a Research Actigraph and Polysomnography

(2021) Nicholas IYN Chee et al.   Nature and Science of Sleep

Predicting circadian phase across populations: a comparison of mathematical models and wearable devices

(2021) Yitong Huang et al.   SLEEP

Effect of Wearables on Sleep in Healthy Individuals: A Randomized Cross-Over Trial and Validation Study

(2020) Sarah Berryhill et al.   Journal of Clinical Sleep Medicine

A standardized framework for testing the performance of sleep-tracking technology: step-by-step guidelines and open-source code

(2020) Luca Menghini et al.   SLEEP

Evaluations of Commercial Sleep Technologies for Objective Monitoring During Routine Sleeping Conditions

(2020) Jason D Stone et al.   Nature and Science of Sleep

Wearable Sleep Technology in Clinical and Research Settings

(2019) Massimiliano de Zambotti et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging

(2019) Huy Phan et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

A Comparison of Reflective Photoplethysmography for Detection of Heart Rate, Blood Oxygen Saturation, and Respiration Rate at Various Anatomical Locations

(2019) Sally K. Longmore et al.   SENSORS

The Temperature Dependence of Sleep

(2019) Edward C. Harding et al.   Frontiers in Neuroscience

About the Accuracy and Problems of Consumer Devices in the Assessment of Sleep

(2019) Ameen et al.   SENSORS

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

(2019) Olivia Walch et al.   SLEEP

Accuracy of Wristband Fitbit Models in Assessing Sleep: Systematic Review and Meta-Analysis

(2019) Shahab Haghayegh et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

The wrist is not the brain: Estimation of sleep by clinical and consumer wearable actigraphy devices is impacted by multiple patient‐ and device‐specific factors

(2019) Rachel Danzig et al.   JOURNAL OF SLEEP RESEARCH

Wearable Technologies for Developing Sleep and Circadian Biomarkers: A Summary of Workshop Discussions

(2019) Christopher M Depner et al.   SLEEP

Using big data to explore worldwide trends in objective sleep in the transition to adulthood

(2019) L. Kuula et al.   SLEEP MEDICINE

A systematic review of the accuracy of sleep wearable devices for estimating sleep onset

(2019) Hannah Scott et al.   SLEEP MEDICINE REVIEWS

Consumer Sleep Technology: An American Academy of Sleep Medicine Position Statement

(2018) Seema Khosla et al.   Journal of Clinical Sleep Medicine

An end-to-end framework for real-time automatic sleep stage classification

(2018) Amiya Patanaik et al.   SLEEP

An end-to-end framework for real-time automatic sleep stage classification

(2018) Amiya Patanaik et al.   SLEEP

DeepSleepNet: A Model for Automatic Sleep Stage Scoring Based on Raw Single-Channel EEG

(2017) Akara Supratak et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

The sleep-deprived human brain

(2017) Adam J. Krause et al.   NATURE REVIEWS NEUROSCIENCE

Validation of Photoplethysmography-Based Sleep Staging Compared With Polysomnography in Healthy Middle-Aged Adults

(2017) Pedro Fonseca et al.   SLEEP

0068 ESTIMATION OF SLEEP STAGES USING CARDIAC AND ACCELEROMETER DATA FROM A WRIST-WORN DEVICE

(2017) Z Beattie et al.   SLEEP

Validation of Photoplethysmography-Based Sleep Staging Compared With Polysomnography in Healthy Middle-Aged Adults

(2017) Pedro Fonseca et al.   SLEEP

0068 ESTIMATION OF SLEEP STAGES USING CARDIAC AND ACCELEROMETER DATA FROM A WRIST-WORN DEVICE

(2017) Z Beattie et al.   SLEEP

Sleep Tracking, Wearable Technology, and Opportunities for Research and Clinical Care

(2016) Anita Valanju Shelgikar et al.   CHEST

The two-process model of sleep regulation: a reappraisal

(2016) Alexander A. Borbély et al.   JOURNAL OF SLEEP RESEARCH

Validation of Cut-Points for Evaluating the Intensity of Physical Activity with Accelerometry-Based Mean Amplitude Deviation (MAD)

(2015) Henri Vähä-Ypyä et al.   PLoS One

A Novel, Open Access Method to Assess Sleep Duration Using a Wrist-Worn Accelerometer

(2015) Vincent T. van Hees et al.   PLoS One

Sleep Health: Can We Define It? Does It Matter?

(2014) Daniel J. Buysse   SLEEP

Sleep stages classification based on heart rate variability and random forest

(2013) Meng Xiao et al.   Biomedical Signal Processing and Control

The American Academy of Sleep Medicine Inter-scorer Reliability Program: Sleep Stage Scoring

(2013) Richard S. Rosenberg et al.   Journal of Clinical Sleep Medicine

Sleep Estimates Using Microelectromechanical Systems (MEMS)

(2013) Bart H. W. te Lindert et al.   SLEEP

Sleep Staging Based on Autonomic Signals: A Multi-Center Validation Study

(2011)   Journal of Clinical Sleep Medicine

Heart rate variability, sleep and sleep disorders

(2011) Phyllis K. Stein et al.   SLEEP MEDICINE REVIEWS

Sleep Staging Based on Signals Acquired Through Bed Sensor

(2010) Juha M Kortelainen et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Objective measurements of sleep for non-laboratory settings as alternatives to polysomnography - a systematic review

(2010) ALEXANDER T. M. VAN DE WATER et al.   JOURNAL OF SLEEP RESEARCH

Effects of poor and short sleep on glucose metabolism and obesity risk

(2009) Karine Spiegel et al.   Nature Reviews Endocrinology