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Detecting sleep using heart rate and motion data from multisensor consumer-grade wearables, relative to wrist actigraphy and polysomnography
16 references·9 citing·35 second hop
Detecting sleep using heart rate and motion data from multisensor consumer-grade wearables, relative to wrist actigraphy and polysomnography (2020)Detecting sleep using heart rate and moti…The Sleep of the Ring: Comparison of the ŌURA Sleep Tracker Against Polysomnography (2017)The Sleep of the Ring: Compar…A validation study of Fitbit Charge 2™ compared with polysomnography in adults (2017)A validation study of Fitbit …Why Sleep Matters—The Economic Costs of Insufficient Sleep: A Cross-Country Comparative Analysis (2016)Why Sleep Matters—The Economi…Measuring Sleep: Accuracy, Sensitivity, and Specificity of Wrist Actigraphy Compared to Polysomnography (2013)Measuring Sleep: Accuracy, Se…The Cost of Poor Sleep: Workplace Productivity Loss and Associated Costs (2010)The Cost of Poor Sleep: Workp…Societal costs of insomnia (2010)Societal costs of insomniaWake Detection Capacity of Actigraphy During Sleep (2007)Wake Detection Capacity of Ac…The American Academy of Sleep Medicine (AASM) Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications (2007)The American Academy of Sleep…The Role of Actigraphy in the Study of Sleep and Circadian Rhythms (2003)The Role of Actigraphy in the…Further Validation of Actigraphy for Sleep Studies (2003)Further Validation of Actigra…Comparison of actigraphic, polysomnographic, and subjective assessment of sleep parameters in sleep-disordered patients (2001)Comparison of actigraphic, po…Activity-Based Sleep-Wake Identification: An Empirical Test of Methodological Issues (1994)Activity-Based Sleep-Wake Ide…Automatic Sleep/Wake Identification From Wrist Activity (1992)Automatic Sleep/Wake Identifi…STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT (1986)STATISTICAL METHODS FOR ASSES…Akufo and Ibarapa (1965)Akufo and IbarapaA Coefficient of Agreement for Nominal Scales (1960)A Coefficient of Agreement fo…The application of artificial intelligence in insomnia, anxiety, and depression: A bibliometric analysis (2025)The application of artificial…Validity and reliability of the Oura Ring Generation 3 (Gen3) with Oura sleep staging algorithm 2.0 (OSSA 2.0) when compared to multi-night ambulatory polysomnography: A validation study of 96 participants and 421,045 epochs (2024)Validity and reliability of t…Selecting a sleep tracker from EEG-based, iteratively improved, low-cost multisensor, and actigraphy-only devices (2023)Selecting a sleep tracker fro…Rigorous performance evaluation (previously, “validation”) for informed use of new technologies for sleep health measurement (2022)Rigorous performance evaluati…Performance of Four Commercial Wearable Sleep-Tracking Devices Tested Under Unrestricted Conditions at Home in Healthy Young Adults (2022)Performance of Four Commercia…“Leave your smartphone out of bed”: quantitative analysis of smartphone use effect on sleep quality (2022)“Leave your smartphone out of…Past, Present, and Future of Multisensory Wearable Technology to Monitor Sleep and Circadian Rhythms (2021)Past, Present, and Future of …Multi-Night Validation of a Sleep Tracking Ring in Adolescents Compared with a Research Actigraph and Polysomnography (2021)Multi-Night Validation of a S…Benefits of Daytime Napping Opportunity on Physical and Cognitive Performances in Physically Active Participants: A Systematic Review (2021)Benefits of Daytime Napping O…A manual of standardized terminology, techniques and scoring system for sleep stages of human subjects (1969)Diagnostic and Statistical Manual of Mental Disorders (DSM-III-R) (1987)A Novel, Open Access Method to Assess Sleep Duration Using a Wrist-Worn Accelerometer (2015)A manual for standardized terminology, techniques and scoring system for sleep stages in human subjects (1968)Recommendations for a Standard Research Assessment of Insomnia (2006)Self-Reported and Measured Sleep Duration (2008)The role and validity of actigraphy in sleep medicine: An update (2011)Measurement in Medicine: The Analysis of Method Comparison Studies (1983)A Guideline of Selecting and Reporting Intraclass Correlation Coefficients for Reliability Research (2016)Correlation Coefficients: Appropriate Use and Interpretation (2018)The International Classification of Sleep Disorders (1991)Evidence for the Validity of a Sleep Habits Survey for Adolescents (2003)The Effects of Coffee and Napping on Nighttime Highway Driving (2006)Use of actigraphy for assessment in pediatric sleep research (2012)Measuring agreement in method comparison studies (1999)Comparison between an African town and a neighbouring village shows delayed, but not decreased, sleep during the early stages of urbanisation (2017)Wearable Sleep Technology in Clinical and Research Settings (2019)Brain mechanisms of insomnia: new perspectives on causes and consequences (2020)Bias in meta-analysis detected by a simple, graphical test (1997)Sleep Duration and All-Cause Mortality: A Systematic Review and Meta-Analysis of Prospective Studies (2010)Sleep duration predicts cardiovascular outcomes: a systematic review and meta-analysis of prospective studies (2011)The Impact of Shift Work on Sleep, Alertness and Performance in Healthcare Workers (2019)The future of sleep health: a data-driven revolution in sleep science and medicine (2020)The need to promote sleep health in public health agendas across the globe (2023)The Role of Actigraphy in the Evaluation of Sleep Disorders (1995)Adolescent Sleep Patterns, Circadian Timing, and Sleepiness at a Transition to Early School Days (1998)A Brief Screening Questionnaire for Infant Sleep Problems: Validation and Findings for an Internet Sample (2004)The Measurement of Observer Agreement for Categorical Data (1977)Schedule for Affective Disorders and Schizophrenia for School-Age Children-Present and Lifetime Version (K-SADS-PL): Initial Reliability and Validity Data (1997)Interrater reliability: the kappa statistic (2012)The Kappa Statistic in Reliability Studies: Use, Interpretation, and Sample Size Requirements (2005)The COSMIN checklist for assessing the methodological quality of studies on measurement properties of health status measurement instruments: an international Delphi study (2010)Cohort Profile: The Study of Health in Pomerania (2010)Sleep and mental disorders: A meta-analysis of polysomnographic research. 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References

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  • 2007The American Academy of Sleep Medicine (AASM) Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications6,529 cited
  • 2003The Role of Actigraphy in the Study of Sleep and Circadian Rhythms2,752 cited
  • 1992Automatic Sleep/Wake Identification From Wrist Activity1,945 cited
  • 1994Activity-Based Sleep-Wake Identification: An Empirical Test of Methodological Issues1,485 cited
  • 2013Measuring Sleep: Accuracy, Sensitivity, and Specificity of Wrist Actigraphy Compared to Polysomnography1,052 cited
  • 2001Comparison of actigraphic, polysomnographic, and subjective assessment of sleep parameters in sleep-disordered patients997 cited
  • 2016Why Sleep Matters—The Economic Costs of Insufficient Sleep: A Cross-Country Comparative Analysis628 cited
  • 2003Further Validation of Actigraphy for Sleep Studies587 cited
  • 2017A validation study of Fitbit Charge 2™ compared with polysomnography in adults415 cited
  • 2010The Cost of Poor Sleep: Workplace Productivity Loss and Associated Costs385 cited
  • 2010Societal costs of insomnia376 cited

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  • 2007Wake Detection Capacity of Actigraphy During Sleep352 cited
  • 2017The Sleep of the Ring: Comparison of the ŌURA Sleep Tracker Against Polysomnography287 cited
  • Cited by

    • 2021Past, Present, and Future of Multisensory Wearable Technology to Monitor Sleep and Circadian Rhythms114 cited
    • 2022Performance of Four Commercial Wearable Sleep-Tracking Devices Tested Under Unrestricted Conditions at Home in Healthy Young Adults110 cited
    • 2021Multi-Night Validation of a Sleep Tracking Ring in Adolescents Compared with a Research Actigraph and Polysomnography109 cited
    • 2024Validity and reliability of the Oura Ring Generation 3 (Gen3) with Oura sleep staging algorithm 2.0 (OSSA 2.0) when compared to multi-night ambulatory polysomnography: A validation study of 96 participants and 421,045 epochs105 cited
    • 2021Benefits of Daytime Napping Opportunity on Physical and Cognitive Performances in Physically Active Participants: A Systematic Review74 cited
    • 2023Selecting a sleep tracker from EEG-based, iteratively improved, low-cost multisensor, and actigraphy-only devices60 cited
    • 2022Rigorous performance evaluation (previously, “validation”) for informed use of new technologies for sleep health measurement59 cited
    • 2022“Leave your smartphone out of bed”: quantitative analysis of smartphone use effect on sleep quality56 cited
    • 2025The application of artificial intelligence in insomnia, anxiety, and depression: A bibliometric analysis9 cited