Performance of Four Commercial Wearable Sleep-Tracking Devices Tested Under Unrestricted Conditions at Home in Healthy Young Adults

Miles to go before we sleep…a step toward transparent evaluation of consumer sleep tracking devices

(2021) Cathy A Goldstein et al.   SLEEP

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

Performance of Fitbit Charge 3 against polysomnography in measuring sleep in adolescent boys and girls

(2021) Luca Menghini et al.   CHRONOBIOLOGY INTERNATIONAL

Evaluating consumer and clinical sleep technologies: an American Academy of Sleep Medicine update

(2021) Sharon Schutte-Rodin et al.   Journal of Clinical Sleep Medicine

Deconstructing Commercial Wearable Technology: Contributions toward Accurate and Free-Living Monitoring of Sleep

(2021) Lauren E. Rentz et al.   SENSORS

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

(2021) Marco Altini et al.   SENSORS

A Validation Study of a Commercial Wearable Device to Automatically Detect and Estimate Sleep

(2021) Dean J. Miller et al.   Biosensors-Basel

Detecting sleep using heart rate and motion data from multisensor consumer-grade wearables, relative to wrist actigraphy and polysomnography

(2020) Daniel M Roberts et al.   SLEEP

The Dreem Headband compared to Polysomnography for EEG Signal Acquisition and Sleep Staging

(2020) Pierrick J Arnal et al.   SLEEP

Limiting racial disparities and bias for wearable devices in health science research

(2020) Peter J Colvonen et al.   SLEEP

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

Performance of Seven Consumer Sleep-Tracking Devices Compared with Polysomnography

(2020) Evan D Chinoy et al.   SLEEP

Wearable Sleep Technology in Clinical and Research Settings

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

Field-based Measurement of Sleep: Agreement between Six Commercial Activity Monitors and a Validated Accelerometer

(2019) Andrew G. Kubala et al.   Behavioral Sleep Medicine

Validation of a Consumer Sleep Wearable Device With Actigraphy and Polysomnography in Adolescents Across Sleep Opportunity Manipulations

(2019) Xuan Kai Lee et al.   Journal of Clinical Sleep Medicine

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

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

Validity, potential clinical utility, and comparison of consumer and research‐grade activity trackers in Insomnia Disorder I: In‐lab validation against polysomnography

(2019) Piyumi Kahawage et al.   JOURNAL OF SLEEP RESEARCH

Validity, potential clinical utility and comparison of a consumer activity tracker and a research‐grade activity tracker in insomnia disorder II: Outside the laboratory

(2019) Kellie Hamill 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

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

Performance of a Portable Sleep Monitoring Device in Individuals with High Versus Low Sleep Efficiency

(2016) Rachel R. Markwald et al.   Journal of Clinical Sleep Medicine

Comparison of a Commercial Accelerometer with Polysomnography and Actigraphy in Children and Adolescents

(2015) Lisa J. Meltzer et al.   SLEEP

Comparison of a Commercial Accelerometer with Polysomnography and Actigraphy in Children and Adolescents

(2015) Lisa J. Meltzer et al.   SLEEP

Measuring Sleep: Accuracy, Sensitivity, and Specificity of Wrist Actigraphy Compared to Polysomnography

(2013) Miguel Marino et al.   SLEEP

The Consensus Sleep Diary: Standardizing Prospective Sleep Self-Monitoring

(2012) Colleen E. Carney et al.   SLEEP

Movement toward a novel activity monitoring device

(2011) Hawley E. Montgomery-Downs et al.   Sleep and Breathing