Published on in Vol 11 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/50983, first published .
Accuracy of 11 Wearable, Nearable, and Airable Consumer Sleep Trackers: Prospective Multicenter Validation Study

Accuracy of 11 Wearable, Nearable, and Airable Consumer Sleep Trackers: Prospective Multicenter Validation Study

Accuracy of 11 Wearable, Nearable, and Airable Consumer Sleep Trackers: Prospective Multicenter Validation Study

Journals

  1. Manners J, Kemps E, Guyett A, Stuart N, Lechat B, Catcheside P, Scott H. Estimating vigilance from the pre‐work shift sleep using an under‐mattress sleep sensor. Journal of Sleep Research 2024;33(5) View
  2. Liang Z, Melcer E, Khotchasing K, Hoang N. Co-design personal sleep health technology for and with university students. Frontiers in Digital Health 2024;6 View
  3. Bailly S, Mendelson M, Baillieul S, Tamisier R, Pépin J. The Future of Telemedicine for Obstructive Sleep Apnea Treatment: A Narrative Review. Journal of Clinical Medicine 2024;13(9):2700 View
  4. Irish L, Bottera A, Manasse S, Christensen Pacella K, Schaefer L. The Integration of Sleep Research Into Eating Disorders Research: Recommendations and Best Practices. International Journal of Eating Disorders 2024;57(9):1816 View
  5. Sjöland O, Svensson T, Madhawa K, NT H, Chung U, Svensson A. Associations of Subjective Sleep Quality with Wearable Device-Derived Resting Heart Rate During REM Sleep and Non-REM Sleep in a Cohort of Japanese Office Workers. Nature and Science of Sleep 2024;Volume 16:867 View
  6. Zhao X, He Y, Zhang J, Lin S, Zou H, Ma Y. Effects of Insufficient Sleep on Myopia in Children: A Systematic Review and Meta-Analysis. Nature and Science of Sleep 2024;Volume 16:1387 View
  7. Mirsepah A, Shooshtari L, Mohammadpour R, Esfandiar A, Irajizad A. Wearable broadband MoS2 photodetector for dual heart rate and UV detection powered by PDMS-MXene TENG. Chemical Engineering Journal 2024;499:155953 View
  8. Markov K, Elgendi M, Menon C. EEG-based headset sleep wearable devices. npj Biosensing 2024;1(1) View
  9. Nobue A, Sano K, Ishikawa M. Magnetic Garments Promote Parasympathetic Dominance and Improve Sleep Quality in Male Long-Distance Runners Following a 30 km Run. Sensors 2024;24(21):6820 View
  10. Fiore M, Bianconi A, Sicari G, Conni A, Lenzi J, Tomaiuolo G, Zito F, Golinelli D, Sanmarchi F. The Use of Smart Rings in Health Monitoring—A Meta-Analysis. Applied Sciences 2024;14(23):10778 View
  11. Ji K, Yun C. Emerging Technologies to Track and Improve Sleep Health. Sleep Medicine Clinics 2025;20(1):47 View
  12. Ohn M, Maddison K, Walsh J, von Ungern-Sternberg B. The future of paediatric obstructive sleep apnoea assessment: Integrating artificial intelligence, biomarkers, and more. Paediatric Respiratory Reviews 2025;55:68 View
  13. Li L, Hu Y, Yang Z, Luo Z, Wang J, Wang W, Liu X, Wang Y, Fan Y, Yu P, Zhang Z. Exploring the assessment of post-cardiac valve surgery pulmonary complication risks through the integration of wearable continuous physiological and clinical data. BMC Medical Informatics and Decision Making 2025;25(1) View
  14. Xiang A, Hu J, Ladha K. The utility of wearable devices in the perioperative period. Current Opinion in Anaesthesiology 2025;38(2):143 View
  15. Mendez C, Kaykayoglu C, Bähler T, Künzler J, Lizoain A, Rothenbühler M, Schmidt M, Laimer M, Witthauer L. Toward Detection of Nocturnal Hypoglycemia in People With Diabetes Using Consumer-Grade Smartwatches and a Machine Learning Approach. Journal of Diabetes Science and Technology 2025 View
  16. Manners J, Kemps E, Lechat B, Catcheside P, Eckert D, Scott H. Performance evaluation of an under‐mattress sleep sensor versus polysomnography in > 400 nights with healthy and unhealthy sleep. Journal of Sleep Research 2025;34(6) View
  17. Lim D, Choi S, Song Y, Park H, Joo E, Kim J. Enhanced Circadian Phase Tracking: A 5-h DLMO Sampling Protocol Using Wearable Data. Journal of Biological Rhythms 2025;40(3):249 View
  18. Caputo M. Sleep Duration and All-Cause Mortality. Journal of Insurance Medicine 2025;52(1):6 View
  19. Nam J, Ahn S. Effects of a Multimodal Intervention on Sleep Quality and Duration in Intensive Care Unit Patients. Journal of Korean Critical Care Nursing 2025;18(1):70 View
  20. Pinilla L, Chai‐Coetzer C, Eckert D. Diagnostic Modalities in Sleep Disordered Breathing: Current and Emerging Technology and Its Potential to Transform Diagnostics. Respirology 2025;30(4):286 View
  21. Guagnano M, Groppo S, Pugliese L, Violante M. On-the-Fly Sleep Scoring Algorithm with Heart Rate, RR Intervals and Accelerometer as Input. Sensors 2025;25(7):2141 View
  22. Baizer L, Bures R, Nadkarni G, Reyes-Guzman C, Ladwa S, Cade B, Westover M, Durmer J, de Zambotti M, Desai M, Parekh A, Si B, Fernandez-Mendoza J, Minor K, Mazzotti D, Lee S, Katabi D, Kiss O, Spira A, Morris J, Seixas A, Kioumourtzoglou M, Bridges J, Brown M, Hale L, Purcell S. Big data approaches for novel mechanistic insights on sleep and circadian rhythms: a workshop summary. SLEEP 2025;48(6) View
  23. Kim J, Kim S, Cho E, Kyung H, Park S, Hong J, Lee D, Oh J, Yoon I. Evaluation of sound-based sleep stage prediction in shared sleeping settings. Sleep Medicine 2025;132:106533 View
  24. Kishi T, Galduróz J, Tufik S, Pires G. Sleep variables to predict mood in bipolar disorder – A comment on Ulrichsen et al.. Journal of Affective Disorders 2025;383:51 View
  25. Schyvens A, Peters B, Van Oost N, Aerts J, Masci F, Neven A, Dirix H, Wets G, Ross V, Verbraecken J. A performance validation of six commercial wrist-worn wearable sleep-tracking devices for sleep stage scoring compared to polysomnography. Sleep Advances 2025;6(2) View
  26. Scott H, Lechat B, Sansom K, Pinilla L, Manners J, Phillips A, Nguyen D, Bailly S, Pepin J, Escourrou P, Naik G, Catcheside P, Eckert D. Variations in sleep duration and timing: weekday and seasonal variations in sleep are common in an analysis of 73 million nights from an objective sleep tracker. SLEEP 2025;48(9) View
  27. Gabb V, Blackman J, Morrison H, Li H, Kendrick A, Turner N, Greenwood R, Biswas B, Heslegrave A, Coulthard E. Longitudinal Remote Sleep and Cognitive Research in Older Adults With Mild Cognitive Impairment and Dementia: Prospective Feasibility Cohort Study. JMIR Aging 2025;8:e72824 View
  28. Du Y, Gu J, Duan S, Trueb J, Tzavelis A, Shin H, Arafa H, Li X, Huang Y, Carr A, Davies C, Rogers J. A skin-interfaced wireless wearable device and data analytics approach for sleep-stage and disorder detection. Proceedings of the National Academy of Sciences 2025;122(23) View
  29. Nelson M, Yu D, Ha A, Wakefield M, Fang Y. Causes and Effects of Postoperative Sleep Disorders and Treatment Strategies for Preoperative, Intraoperative, and Postoperative Settings—A Narrative Review. Clocks & Sleep 2025;7(3):29 View
  30. Seenivasan S, Kiley D, Kile M, Werner J. Sleep–Wake Disorders After Traumatic Brain Injury: Pathophysiology, Clinical Management, and Future. Seminars in Neurology 2025;45(03):383 View
  31. Wang Y, Zhou J, Yan S, Ye R, Zha F, Zhou M, Li D, Chen M, Zhou J, Long J, Chen S, Wan L, Wang Y. Comparative Analysis of the Feasibility Between Single‐Channel Frontal Pole Flexible Electrode Sleep Patches and Polysomnography in Stroke Survivors. Journal of Sleep Research 2025 View
  32. Bagatelas E, Khan M, Rushing G. OCNDS core features are conserved across variants, with loop-region mutations driving greater symptom burden. Frontiers in Human Neuroscience 2025;19 View
  33. Hirten R, Danieletto M, Whang J, Landell K, Helmus D, Said H, Ensari I, Shah N, Bagiella E, Figueiro M, Sands B, Suarez-Farinas M. Wearable Devices Identify Altered Sleep Characteristics and Sleep Trajectories in Active Inflammatory Bowel Disease. Clinical Gastroenterology and Hepatology 2025 View
  34. Xu L, Zhang H, Zhang J, Zhang X, Zhang J. Dynamic reconfiguration of functional brain networks after acute sleep deprivation: Implications for spatial working memory impairment. Sleep Medicine 2025;134:106665 View
  35. Labie C, Runge N, Goossens Z, Mairesse O, Nijs J, Malfliet A, Van Assche D, de Vlam K, Menghini L, Verschueren S, De Baets L. Can a Commercially Available Smartwatch Device Accurately Measure Nighttime Sleep Outcomes in Individuals with Knee Osteoarthritis and Comorbid Insomnia? A Comparison with Home-Based Polysomnography. Sensors 2025;25(15):4813 View
  36. Song Y, Choi S, Lim D, Wijaya R, Jang H, Park H, Joo E, Kim J. A digital, real-time, history-based sleep-management tool to enhance alertness. SLEEPJ 2025;48(11) View
  37. Banjade P, Sharma M, Surani S. Transforming sleep medicine: the evolving role of artificial intelligence. Current Opinion in Pulmonary Medicine 2025;31(6):571 View
  38. Elfouly T, Alouani A. A Comprehensive Survey on Wearable Computing for Mental and Physical Health Monitoring. Electronics 2025;14(17):3443 View
  39. Jamieson A, Chico T, Jones S, Chaturvedi N, Hughes A, Orini M. A guide to consumer-grade wearables in cardiovascular clinical care and population health for non-experts. npj Cardiovascular Health 2025;2(1) View
  40. Anekwe C, Cano A, Mulligan J, Ang S, Johnson C, Panay N, Schaedel Z, Akam E, Porterfield F, Wang E, Nappi R. The role of lifestyle medicine in menopausal health: a review of non-pharmacologic interventions. Climacteric 2025;28(5):478 View
  41. Tai J, Sivam S, D'Rozario A, Wang D, Cho G, Yee B. Central disorders of hypersomnolence – A narrative review on current and potential biomarkers. Sleep Medicine Reviews 2025;84:102167 View
  42. Herkert C, van Leunen M, De Lathauwer I, van Es V, Tang J, Saeed A, Spee R, Lu Y, Kemps H. Noninvasive Multiparameter Monitoring for the Detection of Decompensated Heart Failure: Exploratory Study. JMIR Formative Research 2025;9:e59116 View
  43. Leger D, Mutti C, Rouen A, Parrino L. Polysomnography in Transition: Reassessing Its Role in the Future of Sleep Medicine. Journal of Sleep Research 2025;34(6) View
  44. Voth J, von Gall C, Gmahl N, Werner N, Hörste G, Meuth S, Pawlitzki M, Masanneck L. Wearable Monitoring Captures Sleep Disturbances in Patients With Chronic Inflammatory Demyelinating Polyneuropathy. Journal of the Peripheral Nervous System 2025;30(4) View
  45. Nowlin H, Badin E, Shatkin J. Rest assured: Promoting sleep health in undergraduate education. Sleep Medicine: X 2025;10:100159 View
  46. Filippatou A, Mowry E. Sensors in Multiple Sclerosis. Current Neurology and Neuroscience Reports 2025;25(1) View
  47. André C, Stankeviciute L, Michaelian J, Antonsdottir I, Benca R, Coulthard E, D'Rozario A, Dijk D, Gimenez S, Gorgoni M, Leng Y, Lucey B, Pase M, Rainey‐Smith S, Rosenzweig I, Spira A, Winer J, Rauchs G, Naismith S. International recommendations for sleep and circadian research in aging and Alzheimer's disease: A Delphi consensus study. Alzheimer's & Dementia 2025;21(10) View
  48. Zhang W, Sun X, Geng H, Zhou T, Chang J, Zou C, Samir H. Intelligent Wearable Devices for Monitoring Sleep Parameters in Patients With Erectile Dysfunction. Andrologia 2025;2025(1) View
  49. Lechat B, Toson B, Scott H, Nguyen D, Kaambwa B, Reynolds A, Manners J, Adams R, Pepin J, Bailly S, Phillips A, Escourrou P, Catcheside P, Eckert D. How do we sleep while our beds are burning? High ambient temperatures are associated with substantial sleep loss. SLEEPJ 2025 View
  50. Khan S, Ibrahim A, Vasudevan S, Quatela O, Nanu D, Carr M. The Oura Ring Versus Medical‐Grade Sleep Studies: A Systematic Review and Meta‐Analysis. OTO Open 2025;9(4) View
  51. Alqudah A, Moussavi Z. A Review of Deep Learning for Biomedical Signals: Current Applications, Advancements, Future Prospects, Interpretation, and Challenges. Computers, Materials & Continua 2025;83(3):3753 View

Conference Proceedings

  1. Binh N, Phong V, Lim K. 2025 International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA). Exploring The Relationship Between Sleep Quality And Micro-climate With The Internet Of Things View