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

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

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

Ability of the Multisensory Jawbone UP3 to Quantify and Classify Sleep in Patients With Suspected Central Disorders of Hypersomnolence: A Comparison Against Polysomnography and Actigraphy

(2018) Jesse D. Cook et al.   Journal of Clinical Sleep Medicine

Use of Actigraphy for the Evaluation of Sleep Disorders and Circadian Rhythm Sleep-Wake Disorders: An American Academy of Sleep Medicine Clinical Practice Guideline

(2018) Michael T. Smith et al.   Journal of Clinical Sleep Medicine

The National Sleep Research Resource: towards a sleep data commons

(2018) Guo-Qiang Zhang et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Feeling validated yet? A scoping review of the use of consumer-targeted wearable and mobile technology to measure and improve sleep

(2018) Kelly Glazer Baron et al.   SLEEP MEDICINE REVIEWS

Passive Detection of Atrial Fibrillation Using a Commercially Available Smartwatch

(2018) Geoffrey H. Tison et al.   JAMA Cardiology

Actigraphy in the digital health revolution: still asleep?

(2018) Aimée Goldstone et al.   SLEEP

Ability of the Fitbit Alta HR to quantify and classify sleep in patients with suspected central disorders of hypersomnolence: A comparison against polysomnography

(2018) Jesse D. Cook et al.   JOURNAL OF SLEEP RESEARCH

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

(2017) Pedro Fonseca et al.   SLEEP

Restless legs syndrome and cardiovascular disease: a research roadmap

(2017) Daniel J. Gottlieb et al.   SLEEP MEDICINE

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

(2017) Pedro Fonseca et al.   SLEEP

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

Scaling Up Scientific Discovery in Sleep Medicine: The National Sleep Research Resource

(2016) Dennis A. Dean et al.   SLEEP

Scaling Up Scientific Discovery in Sleep Medicine: The National Sleep Research Resource

(2016) Dennis A. Dean et al.   SLEEP

Consumer Sleep Technologies: A Review of the Landscape

(2015) Ping-Ru T. Ko et al.   Journal of Clinical Sleep Medicine

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

Evolution of accelerometer methods for physical activity research

(2014) Richard P Troiano et al.   BRITISH JOURNAL OF SPORTS MEDICINE

Physiologically-based modeling of sleep–wake regulatory networks

(2014) Victoria Booth et al.   MATHEMATICAL BIOSCIENCES

Periodic limb movements during sleep and their effect on the cardiovascular system: is there a final answer?

(2014) Srikant Nannapaneni et al.   SLEEP MEDICINE

Sleep Estimates Using Microelectromechanical Systems (MEMS)

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

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

(2013) Miguel Marino et al.   SLEEP

Heart rate variability in normal and pathological sleep

(2013) Eleonora Tobaldini et al.   Frontiers in Physiology

Nighttime cardiac sympathetic hyper-activation in young primary insomniacs

(2012) M. de Zambotti et al.   CLINICAL AUTONOMIC RESEARCH

Wrist actigraphic scoring for sleep laboratory patients: algorithm development

(2010) DANIEL F. KRIPKE et al.   JOURNAL OF SLEEP RESEARCH

Periodic limb movements both in non-REM and REM sleep: Relationships between cerebral and autonomic activities

(2009) M. Allena et al.   CLINICAL NEUROPHYSIOLOGY

Hyperarousal and insomnia: State of the science

(2009) Michael H. Bonnet et al.   SLEEP MEDICINE REVIEWS