This paper is in the following e-collection/theme issue:

Mobile Health (mhealth) (2939) Demographics of Users, Social & Digital Divide (739) Adoption and Change Management of eHealth Systems (712) Fitness Trackers and Smart Pedometers/Accelerometers (561) Use and User Demographics of mHealth (335) Wearable Devices and Sensors (888) Internet Access and Digital Technology Use in an Elderly Population (209)

Published on in Vol 22, No 10 (2020): October

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/22443, first published .
Patterns of Use and Key Predictors for the Use of Wearable Health Care Devices by US Adults: Insights from a National Survey

Patterns of Use and Key Predictors for the Use of Wearable Health Care Devices by US Adults: Insights from a National Survey

Patterns of Use and Key Predictors for the Use of Wearable Health Care Devices by US Adults: Insights from a National Survey

Authors of this article:

Ranganathan Chandrasekaran1 Author Orcid Image ;   Vipanchi Katthula1 Author Orcid Image ;   Evangelos Moustakas2 Author Orcid Image
Article Authors Cited by (137) Tweetations (9) Metrics

Journals

  1. Ocagli H, Lorenzoni G, Lanera C, Schiavo A, D’Angelo L, Liberti A, Besola L, Cibin G, Martinato M, Azzolina D, D’Onofrio A, Tarantini G, Gerosa G, Cabianca E, Gregori D. Monitoring Patients Reported Outcomes after Valve Replacement Using Wearable Devices: Insights on Feasibility and Capability Study: Feasibility Results. International Journal of Environmental Research and Public Health 2021;18(13):7171 View
  2. Wang Y, Xu X, Hajra A, Apple S, Kharawala A, Duarte G, Liaqat W, Fu Y, Li W, Chen Y, Faillace R. Current Advancement in Diagnosing Atrial Fibrillation by Utilizing Wearable Devices and Artificial Intelligence: A Review Study. Diagnostics 2022;12(3):689 View
  3. Lee W, Schwartz N, Bansal A, Khor S, Hammarlund N, Basu A, Devine B. A Scoping Review of the Use of Machine Learning in Health Economics and Outcomes Research: Part 1—Data From Wearable Devices. Value in Health 2023;26(2):292 View
  4. Gautam N, Ghanta S, Mueller J, Mansour M, Chen Z, Puente C, Ha Y, Tarun T, Dhar G, Sivakumar K, Zhang Y, Halimeh A, Nakarmi U, Al-Kindi S, DeMazumder D, Al’Aref S. Artificial Intelligence, Wearables and Remote Monitoring for Heart Failure: Current and Future Applications. Diagnostics 2022;12(12):2964 View
  5. Holko M, Litwin T, Munoz F, Theisz K, Salgin L, Jenks N, Holmes B, Watson-McGee P, Winford E, Sharma Y. Wearable fitness tracker use in federally qualified health center patients: strategies to improve the health of all of us using digital health devices. npj Digital Medicine 2022;5(1) View
  6. Somani S, Yu K, Chiu A, Sykes K, Villwock J. Consumer Wearables for Patient Monitoring in Otolaryngology: A State of the Art Review. Otolaryngology–Head and Neck Surgery 2022;167(4):620 View
  7. Straus L, An X, Ji Y, McLean S, Neylan T, Cakmak A, Richards A, Clifford G, Liu M, Zeng D, House S, Beaudoin F, Stevens J, Linnstaedt S, Germine L, Bollen K, Rauch S, Haran J, Storrow A, Lewandowski C, Musey P, Hendry P, Sheikh S, Jones C, Punches B, Kurz M, Swor R, Hudak L, Seamon M, Datner E, Chang A, Pearson C, Peak D, Merchant R, Domeier R, Rathlev N, O’Neil B, Sergot P, Sanchez L, Bruce S, Miller M, Pietrzak R, Joormann J, Barch D, Pizzagalli D, Sheridan J, Harte S, Elliott J, Kessler R, Ressler K, Koenen K. Utility of Wrist-Wearable Data for Assessing Pain, Sleep, and Anxiety Outcomes After Traumatic Stress Exposure. JAMA Psychiatry 2023;80(3):220 View
  8. Kim E, Han S. Investigating the digital health acceptance of Korean baby boomers: Comparative study of telemedicine and wearable healthcare devices. Health Policy and Technology 2023;12(1):100727 View
  9. Rowan C, Hirten R. The future of telemedicine and wearable technology in IBD. Current Opinion in Gastroenterology 2022;38(4):373 View
  10. Rha J, Nam Y, Ahn S, Kim J, Chang Y, Jang J, Kurita K, Park J, Eom K, Moon H, Jung M, Kim Y, Hwang J, Choo H. What drives the use of wearable healthcare devices? A cross-country comparison between the US and Korea. DIGITAL HEALTH 2022;8:205520762211203 View
  11. Duarte N, Arora R, Bennett G, Wang M, Snyder M, Cooperstock J, Wagner C, Pani D. Deploying wearable sensors for pandemic mitigation: A counterfactual modelling study of Canada’s second COVID-19 wave. PLOS Digital Health 2022;1(9):e0000100 View
  12. Goergen C, Tweardy M, Steinhubl S, Wegerich S, Singh K, Mieloszyk R, Dunn J. Detection and Monitoring of Viral Infections via Wearable Devices and Biometric Data. Annual Review of Biomedical Engineering 2022;24(1):1 View
  13. Zahrt O, Evans K, Murnane E, Santoro E, Baiocchi M, Landay J, Delp S, Crum A. Effects of Wearable Fitness Trackers and Activity Adequacy Mindsets on Affect, Behavior, and Health: Longitudinal Randomized Controlled Trial. Journal of Medical Internet Research 2023;25:e40529 View
  14. Pepplinkhuizen S, Hoeksema W, van der Stuijt W, van Steijn N, Winter M, Wilde A, Smeding L, Knops R. Accuracy and clinical relevance of the single-lead Apple Watch electrocardiogram to identify atrial fibrillation. Cardiovascular Digital Health Journal 2022;3(6):S17 View
  15. Chen J, Li T, You H, Wang J, Peng X, Chen B. Behavioral Interpretation of Willingness to Use Wearable Health Devices in Community Residents: A Cross-Sectional Study. International Journal of Environmental Research and Public Health 2023;20(4):3247 View
  16. Cho P, Yi J, Ho E, Shandhi M, Dinh Y, Patil A, Martin L, Singh G, Bent B, Ginsburg G, Smuck M, Woods C, Shaw R, Dunn J. Demographic Imbalances Resulting From the Bring-Your-Own-Device Study Design. JMIR mHealth and uHealth 2022;10(4):e29510 View
  17. Raj M, Gupta V, Hoodin F, Clingan C, Roslin C, Yahng L, Braun T, Choi S. Evaluating mobile Health technology use among cancer caregivers in the digital era. DIGITAL HEALTH 2022;8:205520762211090 View
  18. Chang I, Chen C, Lin W, Horng D, Ho Y, Hu H. The Intention of Retail Stores in Taiwan to Cooperate with the Government in the Establishment of IT Measures for Pandemic Prevention. Healthcare 2022;11(1):30 View
  19. Chen W, Khurshid S, Singer D, Atlas S, Ashburner J, Ellinor P, McManus D, Lubitz S, Chhatwal J. Cost-effectiveness of Screening for Atrial Fibrillation Using Wearable Devices. JAMA Health Forum 2022;3(8):e222419 View
  20. Radó N, Girasek E, Békási S, Győrffy Z. Digital Technology Access and Health-Related Internet Use Among People Experiencing Homelessness in Hungary: Quantitative Survey. Journal of Medical Internet Research 2022;24(10):e38729 View
  21. Dagher L, Nedunchezhian S, El Hajjar A, Zhang Y, Deffer O, Russell A, Pottle C, Marrouche N. A cardiovascular clinic patients’ survey to assess challenges and opportunities of digital health adoption during the COVID-19 pandemic. Cardiovascular Digital Health Journal 2022;3(1):31 View
  22. Cummings P, Petitclerc A, Moskowitz J, Tandon D, Zhang Y, MacNeill L, Alshurafa N, Krogh-Jespersen S, Hamil J, Nili A, Berken J, Grobman W, Rangarajan A, Wakschlag L. Feasibility of Passive ECG Bio-sensing and EMA Emotion Reporting Technologies and Acceptability of Just-in-Time Content in a Well-being Intervention, Considerations for Scalability and Improved Uptake. Affective Science 2022;3(4):849 View
  23. Patil V, Singhal D, Naik N, Hameed B, Shah M, Ibrahim S, Smriti K, Chatterjee G, Kale A, Sharma A, Paul R, Chłosta P, Somani B. Factors Affecting the Usage of Wearable Device Technology for Healthcare among Indian Adults: A Cross-Sectional Study. Journal of Clinical Medicine 2022;11(23):7019 View
  24. Wang X, Wu Y, Meng Z, Li J, Xu L, Sun X, Zang S. Willingness to Use Mobile Health Devices in the Post–COVID-19 Era: Nationwide Cross-sectional Study in China. Journal of Medical Internet Research 2023;25:e44225 View
  25. Jiang Y, Zeng K, Yang R. Wearable device use in older adults associated with physical activity guideline recommendations: Empirical research quantitative. Journal of Clinical Nursing 2023;32(17-18):6374 View
  26. Wasserman L, Wasserman Y. Hospital cybersecurity risks and gaps: Review (for the non-cyber professional). Frontiers in Digital Health 2022;4 View
  27. Brandner C, Tinsley G, Graybeal A. Smartwatch-based bioimpedance analysis for body composition estimation: precision and agreement with a 4-compartment model. Applied Physiology, Nutrition, and Metabolism 2023;48(2):172 View
  28. Briggs L, Labban M, Alkhatib K, Nguyen D, Cole A, Trinh Q. Digital technologies in cancer care: a review from the clinician's perspective. Journal of Comparative Effectiveness Research 2022;11(7):533 View
  29. Fowe I, Boot W. Understanding older adults’ attitudes toward mobile and wearable technologies to support health and cognition. Frontiers in Psychology 2022;13 View
  30. Natarajan A, Su H, Heneghan C. Occurrence of Relative Bradycardia and Relative Tachycardia in Individuals Diagnosed With COVID-19. Frontiers in Physiology 2022;13 View
  31. Van Wier M, Urry E, Lissenberg-Witte B, Kramer S. User characteristics associated with use of wrist-worn wearables and physical activity apps by adults with and without impaired speech-in-noise recognition: a cross-sectional analysis. International Journal of Audiology 2024;63(1):49 View
  32. Stuart T, Hanna J, Gutruf P. Wearable devices for continuous monitoring of biosignals: Challenges and opportunities. APL Bioengineering 2022;6(2) View
  33. Howell P, Abdelhamid M. Protection Motivation Perspective Regarding the Use of COVID-19 Mobile Tracing Apps Among Public Users: Empirical Study. JMIR Formative Research 2023;7:e36608 View
  34. Qin L, Zhang X, Wu A, Miser J, Liu Y, Hsu J, Shia B, Ye L. Association Between Social Media Use and Cancer Screening Awareness and Behavior for People Without a Cancer Diagnosis: Matched Cohort Study. Journal of Medical Internet Research 2021;23(8):e26395 View
  35. Walle A, Jemere A, Tilahun B, Endehabtu B, Wubante S, Melaku M, Tegegne M, Gashu K. Intention to use wearable health devices and its predictors among diabetes mellitus patients in Amhara region referral hospitals, Ethiopia: Using modified UTAUT-2 model. Informatics in Medicine Unlocked 2023;36:101157 View
  36. Pathiravasan C, Zhang Y, Wang X, Trinquart L, Benjamin E, Borrelli B, McManus D, Kheterpal V, Lin H, Spartano N, Schramm E, Liu C, Murabito J. Factors associated with long-term use of digital devices in the electronic Framingham Heart Study. npj Digital Medicine 2022;5(1) View
  37. El Fatouhi D, Héritier H, Allémann C, Malisoux L, Laouali N, Riveline J, Salathé M, Fagherazzi G. Associations Between Device-Measured Physical Activity and Glycemic Control and Variability Indices Under Free-Living Conditions. Diabetes Technology & Therapeutics 2022;24(3):167 View
  38. Attig C, Franke T. Why Do People Abandon Activity Trackers? The Role of User Diversity in Discontinued Use. International Journal of Human–Computer Interaction 2023;39(8):1662 View
  39. Robinson T, Condell J, Ramsey E, Leavey G. Self-Management of Subclinical Common Mental Health Disorders (Anxiety, Depression and Sleep Disorders) Using Wearable Devices. International Journal of Environmental Research and Public Health 2023;20(3):2636 View
  40. Chang V, Doan L, Ariel Xu Q, Hall K, Anna Wang Y, Mustafa Kamal M. Digitalization in omnichannel healthcare supply chain businesses: The role of smart wearable devices. Journal of Business Research 2023;156:113369 View
  41. Dobson R, Li L, Garner K, Tane T, McCool J, Whittaker R. The Use of Sensors to Detect Anxiety for In-the-Moment Intervention: Scoping Review. JMIR Mental Health 2023;10:e42611 View
  42. Rising C, Gaysynsky A, Blake K, Jensen R, Oh A. Willingness to Share Data From Wearable Health and Activity Trackers: Analysis of the 2019 Health Information National Trends Survey Data. JMIR mHealth and uHealth 2021;9(12):e29190 View
  43. Windisch P, Schröder C, Förster R, Cihoric N, Zwahlen D. Accuracy of the Apple Watch Oxygen Saturation Measurement in Adults: A Systematic Review. Cureus 2023 View
  44. Li K, Morales-Garza M, Cardoso C, Moctezuma-Ramirez A, Burman A, Titus J, Elgalad A, Perin E. Early Changes in Acute Myocardial Infarction in Pigs: Achieving Early Detection with Wearable Devices. Diagnostics 2023;13(6):1006 View
  45. Adhitya Y, Mulyani G, Köppen M, Leu J. IoT and Deep Learning-Based Farmer Safety System. Sensors 2023;23(6):2951 View
  46. LAXMINARAYAN S, HORNBY S, BELVAL L, GIERSCH G, MORRISSEY M, CASA D, REIFMAN J. Prospective Validation of 2B-Cool: Integrating Wearables and Individualized Predictive Analytics to Reduce Heat Injuries. Medicine & Science in Sports & Exercise 2023;55(4):751 View
  47. Mittermaier M, Venkatesh K, Kvedar J. Identifying vulnerable populations in the electronic Framingham Heart Study to improve digital device adherence. npj Digital Medicine 2023;6(1) View
  48. Kim J, Im E, Kim H. From intention to action: The factors affecting health data sharing intention and action. International Journal of Medical Informatics 2023;175:105071 View
  49. Mittermaier M, Venkatesh K, Kvedar J. Digital health technology in clinical trials. npj Digital Medicine 2023;6(1) View
  50. Newman S. Early-life physical performance predicts the aging and death of elite athletes. Science Advances 2023;9(20) View
  51. Ortiz A, Park Y, Gonzalez-Torres C, Alda M, Blumberger D, Burnett R, Husain M, Sanches M, Mulsant B. Predictors of adherence to electronic self-monitoring in patients with bipolar disorder: a contactless study using Growth Mixture Models. International Journal of Bipolar Disorders 2023;11(1) View
  52. Petek B, Al-Alusi M, Moulson N, Grant A, Besson C, Guseh J, Wasfy M, Gremeaux V, Churchill T, Baggish A. Consumer Wearable Health and Fitness Technology in Cardiovascular Medicine. Journal of the American College of Cardiology 2023;82(3):245 View
  53. Pedersen K, Schlichter B. Improving Predictability and Effectiveness in Preventive Digital Health Interventions: Scoping Review. Interactive Journal of Medical Research 2023;12:e40205 View
  54. Roos L, Slavich G. Wearable technologies for health research: Opportunities, limitations, and practical and conceptual considerations. Brain, Behavior, and Immunity 2023;113:444 View
  55. Lopez J, Mark J, Losiniecki F, Dherange P. Impact of COVID-19 on Arrhythmia Care Delivery. Current Treatment Options in Cardiovascular Medicine 2023;25(10):477 View
  56. White M, Malone S, Berhie G, Pizzetta C, Davidson E, Azevedo M, Hines A, Ikem F, Jones L. Examining motivation factors for African American students’ use of consumer wearables. DIGITAL HEALTH 2023;9 View
  57. Sandham M, Reed K, Cowperthwait L, Dawson A, Jarden R. Expensive Ornaments or Essential Technology? A Qualitative Metasynthesis to Identify Lessons From User Experiences of Wearable Devices and Smart Technology in Health Care. Mayo Clinic Proceedings: Digital Health 2023;1(3):311 View
  58. Buchholz S, Mowbray F, Allman G, Verboncoeur J, Beam L, Small L. Wearable Devices and Nurses’ Health: Protocol for an Integrative Review. JMIR Research Protocols 2023;12:e48178 View
  59. Lee M, Song M, Bessette H, Roberts Davis M, Tyner T, Reid A. Use of wearables for monitoring cardiometabolic health: A systematic review. International Journal of Medical Informatics 2023;179:105218 View
  60. Elkefi S. Supporting patients’ workload through wearable devices and mobile health applications, a systematic literature review. Ergonomics 2024;67(7):954 View
  61. Bond A, Mccay K, Lal S. Artificial intelligence & clinical nutrition: What the future might have in store. Clinical Nutrition ESPEN 2023;57:542 View
  62. Li M, Huang J, Budhathoki C, Li Q, Samuel L, Szanton S, Schrack J, Li J. Social Factors and Older Adults’ Use of Wearable Activity Trackers: Before and During the First Wave of the COVID-19 Pandemic. Journal of Applied Gerontology 2024;43(2):182 View
  63. Scheid J, Reed J, West S. Commentary: Is Wearable Fitness Technology a Medically Approved Device? Yes and No. International Journal of Environmental Research and Public Health 2023;20(13):6230 View
  64. Schalkamp A, Peall K, Harrison N, Sandor C. Wearable movement-tracking data identify Parkinson’s disease years before clinical diagnosis. Nature Medicine 2023;29(8):2048 View
  65. Gardner C, Raps S, Kasuske L. Cross-sectional Analysis of Health Behavior Tracking, Perceived Health, Fitness, and Health Literacy Among Active-Duty Air Force Personnel. CIN: Computers, Informatics, Nursing 2023 View
  66. Artese A, Rawat R, Sung A. The use of commercial wrist-worn technology to track physiological outcomes in behavioral interventions. Current Opinion in Clinical Nutrition & Metabolic Care 2023;26(6):534 View
  67. Onyeaka H, Firth J, Ajayi K, Muoghalu C, Holmes K, Nkemjika S, Adeolu F, Anugwom G, Eseaton P, Onyeaka N, Huffman J, Torous J. Association between social media use and health promotion among individuals with depression and anxiety: Insights from the 2017–2020 Health Information National Trends Survey. Journal of Mood and Anxiety Disorders 2023;1:100006 View
  68. Yao X, Attia Z, Behnken E, Hart M, Inselman S, Weber K, Li F, Stricker N, Stricker J, Friedman P, Noseworthy P. ealtime Diagnosis from lectrocardiogram Artificial Intelligence- uided Screening for trial Fibrillation with ong Follow-Up (REGAL): Rationale and design of a pragmatic, decentralized, randomized controlled trial. American Heart Journal 2024;267:62 View
  69. Anik A, Hasan K, Islam M, Hasan M, Ali M, Das S. Non-Invasive Portable Technologies for Monitoring Breast Cancer Related Lymphedema to Facilitate Telehealth: A Scoping Review. IEEE Journal of Biomedical and Health Informatics 2023;27(9):4524 View
  70. Simonson J, Anderson M, Polacek C, Klump E, Haque S. Characterizing Real-World Implementation of Consumer Wearables for the Detection of Undiagnosed Atrial Fibrillation in Clinical Practice: Targeted Literature Review. JMIR Cardio 2023;7:e47292 View
  71. Willoughby A, Alikhani I, Karsikas M, Chua X, Chee M. Country differences in nocturnal sleep variability: Observations from a large-scale, long-term sleep wearable study. Sleep Medicine 2023;110:155 View
  72. Pritwani S, Pandey S, Shrivastava P, Kumar A, Malhotra R, Maddison R, Devasenapathy N. Challenges in rehabilitation and continuum of care provision after knee replacement: a mixed-methods study from a low- and middle-income country. Disability and Rehabilitation 2024;46(13):2890 View
  73. Music H, Bailey J, Catena R. Upper extremity kinematics during walking gait changes through pregnancy. Gait & Posture 2023;104:97 View
  74. Lin A, Lee J, Gabriel M, Arbet R, Ghawaa Y, Ferguson A. The Pharmacy 5.0 framework: A new paradigm to accelerate innovation for large-scale personalized pharmacy care. American Journal of Health-System Pharmacy 2024;81(5):e141 View
  75. Lyden K, Abraham N, Boucher R, Wei G, Gonce V, Carle J, Hartsell S, Christensen J, Beddhu S. Predicting hospitalization from real-world measures in patients with chronic kidney disease: A proof-of-principle study. DIGITAL HEALTH 2023;9 View
  76. El-Toukhy S, Pike J, Zuckerman G, Hegeman P. Decision Trade-Offs in Ecological Momentary Assessments and Digital Wearables Uptake: Protocol for a Discrete Choice Experiment. JMIR Research Protocols 2023;12:e47567 View
  77. Feng G, Parthipan M, Breunis H, Timilshina N, Soto-Perez-de-Celis E, Mina D, Emmenegger U, Finelli A, Krzyzanowska M, Clarke H, Puts M, Alibhai S. Daily physical activity monitoring in older adults with metastatic prostate cancer on active treatment: Feasibility and associations with toxicity. Journal of Geriatric Oncology 2023;14(7):101576 View
  78. Tolentino D, Costa D, Jiang Y. Determinants of American Adults' Use of Digital Health and Willingness to Share Health Data to Providers, Family, and Social Media. CIN: Computers, Informatics, Nursing 2023;41(11):892 View
  79. Qu M, Zhao J, Zhang Y, Xu Z, Ma C, Cui H. Utilizing the visual analogue scale (VAS) to monitor and manage pain in post‐operative skin wounds after thoracic surgery. International Wound Journal 2024;21(3) View
  80. Oba T, Takano K, Katahira K, Kimura K. Use Patterns of Smartphone Apps and Wearable Devices Supporting Physical Activity and Exercise: Large-Scale Cross-Sectional Survey. JMIR mHealth and uHealth 2023;11:e49148 View
  81. Dobson R, Stowell M, Warren J, Tane T, Ni L, Gu Y, McCool J, Whittaker R. Use of Consumer Wearables in Health Research: Issues and Considerations. Journal of Medical Internet Research 2023;25:e52444 View
  82. Ong J, Golkashani H, Ghorbani S, Wong K, Chee N, Willoughby A, Chee M. Selecting a sleep tracker from EEG-based, iteratively improved, low-cost multisensor, and actigraphy-only devices. Sleep Health 2024;10(1):9 View
  83. Materia F, Smyth J. Acceptability and concerns about innovative wearable health sensors in persons with and without chronic disease diagnosis. Internet Interventions 2024;35:100702 View
  84. Choi S, Sajib M, Manzano J, Chlebek C. mHealth Technology Experiences of Middle-Aged and Older Individuals With Visual Impairments: Cross-Sectional Interview Study. JMIR Formative Research 2023;7:e52410 View
  85. Jaiswal S, Pawelek J, Warshawsky S, Quer G, Trieu M, Pandit J, Owens R. Using New Technologies and Wearables for Characterizing Sleep in Population-based Studies. Current Sleep Medicine Reports 2024;10(1):82 View
  86. Fischer R, Volpert A, Antonino P, Ahrens T. Digital patient twins for personalized therapeutics and pharmaceutical manufacturing. Frontiers in Digital Health 2024;5 View
  87. Tanaka M, Ishii S, Matsuoka A, Tanabe S, Matsunaga S, Rahmani A, Dutt N, Rasouli M, Nyamathi A. Perspectives of Japanese elders and their healthcare providers on use of wearable technology to monitor their health at home: A qualitative exploration. International Journal of Nursing Studies 2024;152:104691 View
  88. Dainty K, Yng Ng Y, Pin Pek P, Koster R, Eng Hock Ong M. Wolf creek XVII part 4: Amplifying lay-rescuer response. Resuscitation Plus 2024;17:100547 View
  89. Golbus J, Jeganathan V, Stevens R, Ekechukwu W, Farhan Z, Contreras R, Rao N, Trumpower B, Basu T, Luff E, Skolarus L, Newman M, Nallamothu B, Dorsch M. A Physical Activity and Diet Just‐in‐Time Adaptive Intervention to Reduce Blood Pressure: The myBPmyLife Study Rationale and Design. Journal of the American Heart Association 2024;13(2) View
  90. Robinson S, Shimada S, Zocchi M, Etingen B, Smith B, McMahon N, Cutrona S, Harmon J, Wilck N, Hogan T. Factors Associated with Veteran Self-Reported Use of Digital Health Devices. Journal of General Internal Medicine 2024;39(S1):79 View
  91. Kainec K, Caccavaro J, Barnes M, Hoff C, Berlin A, Spencer R. Evaluating Accuracy in Five Commercial Sleep-Tracking Devices Compared to Research-Grade Actigraphy and Polysomnography. Sensors 2024;24(2):635 View
  92. Babu M, Lautman Z, Lin X, Sobota M, Snyder M. Wearable Devices: Implications for Precision Medicine and the Future of Health Care. Annual Review of Medicine 2024;75(1):401 View
  93. Badolato E, Little A, Le V. Improving heart rate monitoring in the obese with time-of-flight photoplethysmography (TOF-PPG): a quantitative analysis of source-detector-distance effect. Optics Express 2024;32(3):4446 View
  94. Zhou W, Cho Y, Pu J, Shang S. Trends in wearable device use among cancer survivors in the United States from 2019 to 2022. Journal of Geriatric Oncology 2024;15(4):101729 View
  95. Deguchi N, Osuka Y, Kojima N, Motokawa K, Iwasaki M, Inagaki H, Miyamae F, Okamura T, Hirano H, Awata S, Sasai H. Sex-specific factors associated with acceptance of smartwatches among urban older adults: the Itabashi longitudinal study on aging. Frontiers in Public Health 2024;12 View
  96. Shandhi M, Singh K, Janson N, Ashar P, Singh G, Lu B, Hillygus D, Maddocks J, Dunn J. Assessment of ownership of smart devices and the acceptability of digital health data sharing. npj Digital Medicine 2024;7(1) View
  97. Lee J, Browning E, Hokayem J, Albrechta H, Goodman G, Venkatasubramanian K, Dumas A, Carreiro S, O’Cleirigh C, Chai P. Smartphone and Wearable Device-Based Digital Phenotyping to Understand Substance use and its Syndemics. Journal of Medical Toxicology 2024;20(2):205 View
  98. Kayani A, Sajid I, Azfar H, Habiba U, Zafar I, Masood R. Examining the Use of Wearable Health Devices for Tracking Physical Activity in Elderly Populations. Allied Medical Research Journal 2024:36 View
  99. Kasl P, Keeler Bruce L, Hartogensis W, Dasgupta S, Pandya L, Dilchert S, Hecht F, Gupta A, Altintas I, Mason A, Smarr B. Utilizing Wearable Device Data for Syndromic Surveillance: A Fever Detection Approach. Sensors 2024;24(6):1818 View
  100. Straiton N, Moons P, Verstrael A, Liu M, Winter M. Beyond validation: getting wearable activity trackers into cardiovascular care—a discussion paper. European Journal of Cardiovascular Nursing 2024;23(6):685 View
  101. Tandon A, Avari Silva J, Bhatt A, Drummond C, Hill A, Paluch A, Waits S, Zablah J, Harris K. Advancing Wearable Biosensors for Congenital Heart Disease: Patient and Clinician Perspectives: A Science Advisory From the American Heart Association. Circulation 2024;149(19) View
  102. Phipps J, Passage B, Sel K, Martinez J, Saadat M, Koker T, Damaso N, Davis S, Palmer J, Claypool K, Kiley C, Pettigrew R, Jafari R. Early adverse physiological event detection using commercial wearables: challenges and opportunities. npj Digital Medicine 2024;7(1) View
  103. Nelson E, Verhagen T, Vollenbroek-Hutten M, Noordzij M. When it is part of me, I can do it: Using embodied empowerment to predict adherence to wearable self-care technology. Computers in Human Behavior 2024;158:108314 View
  104. Huang M, Ye Y. “A Matter of Life and Death”: Mitigating the Gray Digital Divide in Using Health Information Technologies in the Post-Pandemic Era. Health Communication 2024:1 View
  105. Sun S, Jiang L, Zhou Y. Associations between perceived usefulness and willingness to use smart healthcare devices among Chinese older adults: The multiple mediating effect of technology interactivity and technology anxiety. DIGITAL HEALTH 2024;10 View
  106. Karas M, Olsen J, Straczkiewicz M, Johnson S, Burke K, Iwasaki S, Lahav A, Scheier Z, Clark A, Iyer A, Huang E, Berry J, Onnela J. Tracking amyotrophic lateral sclerosis disease progression using passively collected smartphone sensor data. Annals of Clinical and Translational Neurology 2024;11(6):1380 View
  107. Pulantara I, Wang Y, Burke L, Sereika S, Bizhanova Z, Kariuki J, Cheng J, Beatrice B, Loar I, Cedillo M, Conroy M, Parmanto B. Data Collection and Management of mHealth, Wearables, and Internet of Things in Digital Behavioral Health Interventions With the Awesome Data Acquisition Method (ADAM): Development of a Novel Informatics Architecture. JMIR mHealth and uHealth 2024;12:e50043 View
  108. Hindelang M, Wecker H, Biedermann T, Zink A. Continuously monitoring the human machine? – A cross-sectional study to assess the acceptance of wearables in Germany. Health Informatics Journal 2024;30(2) View
  109. Farooq K, Lim M, Dennison-Hall L, Janson F, Olszewska A, Ahmad Zabidi M, Haratym-Rojek A, Narowski K, Clinch B, Prunotto M, Chawla D, Hunter V, Ukachukwu V. Evaluation of Machine Learning to Detect Influenza Using Wearable Sensor Data and Patient-Reported Symptoms: Cohort Study. Journal of Medical Internet Research 2024;26:e47879 View
  110. Hegeman P, Vader D, Kamke K, El-Toukhy S. Patterns of digital health access and use among US adults: a latent class analysis. BMC Digital Health 2024;2(1) View
  111. Danielsson M, Doshmanziari R, Brurok B, Wouda M, Baumgart J. Potential sources of inaccuracy in the Apple watch series 4 energy expenditure estimation algorithm during wheelchair propulsion. BMC Digital Health 2024;2(1) View
  112. Nagappan A, Krasniansky A, Knowles M. Patterns of Ownership and Usage of Wearable Devices in the United States, 2020-2022: Survey Study. Journal of Medical Internet Research 2024;26:e56504 View
  113. Shah A, Saigal A, Althobiani M, Hurst J, Mandal S. The acceptability of wearable technology for long-term respiratory disease: A cross-sectional survey. Heliyon 2024;10(16):e35474 View
  114. Mishra A, Park J, Shapiro I, Fisher-Colbrie T, Baird D, Suharwardy S, Zhang S, Jukic A, Curry C. Trends in sensor-based health metrics during and after pregnancy: descriptive data from the apple women's health study. AJOG Global Reports 2024;4(4):100388 View
  115. Faham S, Faham S, Sepehri B. Wearable Optical Sensors: Toward Machine Learning-Enabled Biomarker Monitoring. Chemistry Africa 2024;7(8):4175 View
  116. Zhao F, Balthazaar S, Hiremath S, Nightingale T, Panza G. Enhancing Spinal Cord Injury Care: Using Wearable Technologies for Physical Activity, Sleep, and Cardiovascular Health. Archives of Physical Medicine and Rehabilitation 2024;105(10):1997 View
  117. Metlay J, Gonzales R, Judson T, Chang Y, Margolin J, Oza S, Parry B, Tagerman M, Hayden E. Accuracy of Patient-Collected Vital Signs. Telemedicine and e-Health 2024;30(11):2747 View
  118. Hammer A, Geus J, Nicolai F, Schütz P, Fein C, Freiling F. Fit for Forensics: Taxonomy and Common Model for Forensic Analysis of Fitness Trackers. Digital Threats: Research and Practice 2024;5(3):1 View
  119. Li X, Mao J, Garland S, Root J, Li S, Ahles T, Liou K. Comparing sleep measures in cancer survivors: self-reported sleep diary versus objective wearable sleep tracker. Supportive Care in Cancer 2024;32(9) View
  120. Dadkhah S, Neto E, Ferreira R, Molokwu R, Sadeghi S, Ghorbani A. CICIoMT2024: A benchmark dataset for multi-protocol security assessment in IoMT. Internet of Things 2024;28:101351 View
  121. Köhler C, Bartschke A, Fürstenau D, Schaaf T, Salgado-Baez E. The Value of Smartwatches in the Health Care Sector for Monitoring, Nudging, and Predicting: Viewpoint on 25 Years of Research. Journal of Medical Internet Research 2024;26:e58936 View
  122. Kruger S, Sarkani S, Mazzuchi T. Leveraging publicly available data to evaluate health reform: establishing a methodology to assess the future impact of over-the-counter hearing aids. Discover Health Systems 2024;3(1) View
  123. Song S, Ashton M, Yoo R, Lkhagvajav Z, Wright R, Mathews D, Taylor C. Participant Contributions to Person-generated Health Data Research Using Mobile Devices: A Scoping Review (Preprint). Journal of Medical Internet Research 2023 View
  124. Mehra A, Starkoff B, Nickerson B. The evolution of bioimpedance analysis: From traditional methods to wearable technology. Nutrition 2025;129:112601 View
  125. Morgan D, Leong C, Barmak A, Rossouw P, Michelogiannakis D. Weight changes during the initial phase of orthodontic treatment with clear aligners versus fixed appliances: a pilot prospective cohort study. Clinical Oral Investigations 2024;28(11) View
  126. Mojtahedi Z, Shen J. Sociodemographic Factors Associated with the Utilization of Digital Health Technologies Among Informal Caregivers: A Nationwide Study in the USA, 2022. Journal of Racial and Ethnic Health Disparities 2024 View
  127. Guichard L, An X, Neylan T, Clifford G, Li Q, Ji Y, Macchio L, Baker J, Beaudoin F, Jovanovic T, Linnstaedt S, Germine L, Bollen K, Rauch S, Haran J, Storrow A, Lewandowski C, Musey P, Hendry P, Sheikh S, Jones C, Punches B, Swor R, Gentile N, Pascual J, Seamon M, Datner E, Pearson C, Peak D, Merchant R, Domeier R, Rathlev N, O'Neil B, Sergot P, Sanchez L, Bruce S, Sheridan J, Harte S, Ressler K, Koenen K, Kessler R, McLean S. Heart rate variability wrist-wearable biomarkers identify adverse posttraumatic neuropsychiatric sequelae after traumatic stress exposure. Psychiatry Research 2024;342:116260 View
  128. Asimakopoulos G, Asimakopoulos S, Spillers F. “It tracks me!”: An analysis of apple watch nudging and user adoption mechanisms. Health Informatics Journal 2024;30(4) View

Books/Policy Documents

  1. Kubicki M, Ryan J, Shaw J, Depner C. Encyclopedia of Sleep and Circadian Rhythms. View
  2. Slepian R, Vincent A, Patterson H, Furman H. Comprehensive Precision Medicine. View
  3. Upson S, Kusupati V, Bime C. Comprehensive Precision Medicine. View
  4. Ghosh J. Nutrition Controversies and Advances in Autoimmune Disease. View