Validation of Fitbit Charge 2 Sleep and Heart Rate Estimates Against Polysomnographic Measures in Shift Workers: Naturalistic Study

Diurnal variations in multi-sensor wearable-derived sleep characteristics in morning- and evening-type shift workers under naturalistic conditions

(2021) Ian Clark et al.   CHRONOBIOLOGY INTERNATIONAL

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

(2020) Davide Chicco et al.   BMC GENOMICS

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

Wearable Sleep Technology in Clinical and Research Settings

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

Accuracy of PurePulse photoplethysmography technology of Fitbit Charge 2 for assessment of heart rate during sleep

(2019) Shahab Haghayegh et al.   CHRONOBIOLOGY INTERNATIONAL

Accuracy of Fitbit Wristbands in Measuring Sleep Stage Transitions and the Effect of User-Specific Factors

(2019) Zilu Liang et al.   JMIR mHealth and uHealth

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

(2019) Olivia Walch et al.   SLEEP

Performance comparison of different interpretative algorithms utilized to derive sleep parameters from wrist actigraphy data

(2019) Shahab Haghayegh et al.   CHRONOBIOLOGY INTERNATIONAL

Performance assessment of new-generation Fitbit technology in deriving sleep parameters and stages

(2019) Shahab Haghayegh et al.   CHRONOBIOLOGY INTERNATIONAL

Validation of Fitbit Charge 2 and Fitbit Alta HR Against Polysomnography for Assessing Sleep in Adults With Obstructive Sleep Apnea

(2019) Fernando Moreno-Pino et al.   Journal of Clinical Sleep Medicine

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

(2019) Hannah Scott et al.   SLEEP MEDICINE REVIEWS

Assessment of the Fitbit Charge 2 for monitoring heart rate

(2018) Simone Benedetto et al.   PLoS One

High heritability of adolescent sleep–wake behavior on free, but not school days: a long-term twin study

(2018) Andrea P Inderkum et al.   SLEEP

High heritability of adolescent sleep–wake behavior on free, but not school days: a long-term twin study

(2018) Andrea P Inderkum et al.   SLEEP

Three decades of continuous wrist-activity recording: analysis of sleep duration

(2017) Alexander A. Borbély et al.   JOURNAL OF SLEEP RESEARCH

Measures of sleep and cardiac functioning during sleep using a multi-sensory commercially-available wristband in adolescents

(2016) Massimiliano de Zambotti et al.   PHYSIOLOGY & BEHAVIOR

Multisensor data fusion: A review of the state-of-the-art

(2011) Bahador Khaleghi et al.   Information Fusion

Sleep and cardiovascular regulation

(2011) John Trinder et al.   PFLUGERS ARCHIV-EUROPEAN JOURNAL OF PHYSIOLOGY

Adaptive Sleep–Wake Discrimination for Wearable Devices

(2010) Walter Karlen et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING