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

Fitness Trackers and Smart Pedometers/Accelerometers (541) mHealth for Wellness, Behavior Change and Prevention (2743) Wearable Devices and Sensors (818)

Published on in Vol 6, No 4 (2018): April

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/9754, first published .
Evaluating the Validity of Current Mainstream Wearable Devices in Fitness Tracking Under Various Physical Activities: Comparative Study

Evaluating the Validity of Current Mainstream Wearable Devices in Fitness Tracking Under Various Physical Activities: Comparative Study

Evaluating the Validity of Current Mainstream Wearable Devices in Fitness Tracking Under Various Physical Activities: Comparative Study

Authors of this article:

Junqing Xie1 Author Orcid Image ;   Dong Wen2 Author Orcid Image ;   Lizhong Liang3 Author Orcid Image ;   Yuxi Jia4 Author Orcid Image ;   Li Gao5 Author Orcid Image ;   Jianbo Lei2, 6 Author Orcid Image
Article Authors Cited by (194) Tweetations (21) Metrics

Journals

  1. Aroganam G, Manivannan N, Harrison D. Review on Wearable Technology Sensors Used in Consumer Sport Applications. Sensors 2019;19(9):1983 View
  2. Atkins R, Lam W, Scanlan A, Beaven C, Driller M. Lower-body compression garments worn following exercise improves perceived recovery but not subsequent performance in basketball athletes. Journal of Sports Sciences 2020;38(9):961 View
  3. Liao Y, Schembre S. Acceptability of Continuous Glucose Monitoring in Free-Living Healthy Individuals: Implications for the Use of Wearable Biosensors in Diet and Physical Activity Research. JMIR mHealth and uHealth 2018;6(10):e11181 View
  4. Ryu J, Park J. Validation of Wearable Devices to Measure Energy Consumption. The Asian Journal of Kinesiology 2020;22(1):33 View
  5. Chaudhry F, Danieletto M, Golden E, Scelza J, Botwin G, Shervey M, De Freitas J, Paranjpe I, Nadkarni G, Miotto R, Glowe P, Stock G, Percha B, Zimmerman N, Dudley J, Glicksberg B. Sleep in the Natural Environment: A Pilot Study. Sensors 2020;20(5):1378 View
  6. Pakpour A, Griffiths M, Ohayon M, Broström A, Lin C. Editorial: A Good Sleep: The Role of Factors in Psychosocial Health. Frontiers in Neuroscience 2020;14 View
  7. Jia Y, Wang W, Wen D, Liang L, Gao L, Lei J. Perceived user preferences and usability evaluation of mainstream wearable devices for health monitoring. PeerJ 2018;6:e5350 View
  8. Wu J, Ho T, Chang Y, Hsu C, Tsai C, Lai F, Lin M. Wearable-Based Mobile Health App in Gastric Cancer Patients for Postoperative Physical Activity Monitoring: Focus Group Study. JMIR mHealth and uHealth 2019;7(4):e11989 View
  9. Kwon K, Shin Y, Shin J, Jeong C, Jung Y, Park B, Kim T. Stretchable, Patch‐Type Calorie‐Expenditure Measurement Device Based on Pop‐Up Shaped Nanoscale Crack‐Based Sensor. Advanced Healthcare Materials 2019;8(19) View
  10. Lin Y. The Predictive Relationship of Health Related Quality of Life on Objectively-Measured Sleep in Children: A Comparison Across BMI Ranges. Frontiers in Neuroscience 2019;13 View
  11. Weichenthal S, Hatzopoulou M, Brauer M. A picture tells a thousand…exposures: Opportunities and challenges of deep learning image analyses in exposure science and environmental epidemiology. Environment International 2019;122:3 View
  12. Boland M, Bronlund J. eNutrition - The next dimension for eHealth?. Trends in Food Science & Technology 2019;91:634 View
  13. Johnson A, Yang F, Gollarahalli S, Banerjee T, Abrams D, Jonassaint J, Jonassaint C, Shah N. Use of Mobile Health Apps and Wearable Technology to Assess Changes and Predict Pain During Treatment of Acute Pain in Sickle Cell Disease: Feasibility Study. JMIR mHealth and uHealth 2019;7(12):e13671 View
  14. Mičková E, Machová K, Daďová K, Svobodová I. Does Dog Ownership Affect Physical Activity, Sleep, and Self-Reported Health in Older Adults?. International Journal of Environmental Research and Public Health 2019;16(18):3355 View
  15. Tedesco S, Sica M, Ancillao A, Timmons S, Barton J, O’Flynn B, Najafi B. Accuracy of consumer-level and research-grade activity trackers in ambulatory settings in older adults. PLOS ONE 2019;14(5):e0216891 View
  16. Navalta J, Ramirez G, Maxwell C, Radzak K, McGinnis G. Validity and Reliability of Three Commercially Available Smart Sports Bras during Treadmill Walking and Running. Scientific Reports 2020;10(1) View
  17. Soon S, Svavarsdottir H, Downey C, Jayne D. Wearable devices for remote vital signs monitoring in the outpatient setting: an overview of the field. BMJ Innovations 2020;6(2):55 View
  18. Shwetar Y, Veerubhotla A, Huang Z, Ding D. Comparative validity of energy expenditure prediction algorithms using wearable devices for people with spinal cord injury. Spinal Cord 2020;58(7):821 View
  19. Liang J, Xian D, Liu X, Fu J, Zhang X, Tang B, Lei J. Usability Study of Mainstream Wearable Fitness Devices: Feature Analysis and System Usability Scale Evaluation. JMIR mHealth and uHealth 2018;6(11):e11066 View
  20. Qi J, Yang P, Newcombe L, Peng X, Yang Y, Zhao Z. An overview of data fusion techniques for Internet of Things enabled physical activity recognition and measure. Information Fusion 2020;55:269 View
  21. Kim J, Cho J. Future Sleep Medicine: Mobile Health and Big Data. Journal of Sleep Medicine 2019;16(1):1 View
  22. Degroote L, Hamerlinck G, Poels K, Maher C, Crombez G, De Bourdeaudhuij I, Vandendriessche A, Curtis R, DeSmet A. Low-Cost Consumer-Based Trackers to Measure Physical Activity and Sleep Duration Among Adults in Free-Living Conditions: Validation Study. JMIR mHealth and uHealth 2020;8(5):e16674 View
  23. Sun J, Liu Y. Using Smart Bracelets to Assess Heart Rate Among Students During Physical Education Lessons: Feasibility, Reliability, and Validity Study. JMIR mHealth and uHealth 2020;8(8):e17699 View
  24. Müller A, Wang N, Yao J, Tan C, Low I, Lim N, Tan J, Tan A, Müller-Riemenschneider F. Heart Rate Measures From Wrist-Worn Activity Trackers in a Laboratory and Free-Living Setting: Validation Study. JMIR mHealth and uHealth 2019;7(10):e14120 View
  25. Lim P, Dillon D, Chew P. A Guide to Nature Immersion: Psychological and Physiological Benefits. International Journal of Environmental Research and Public Health 2020;17(16):5989 View
  26. Fuller D, Colwell E, Low J, Orychock K, Tobin M, Simango B, Buote R, Van Heerden D, Luan H, Cullen K, Slade L, Taylor N. Reliability and Validity of Commercially Available Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review. JMIR mHealth and uHealth 2020;8(9):e18694 View
  27. Yilmaz T, Foster R, Hao Y. Radio-Frequency and Microwave Techniques for Non-Invasive Measurement of Blood Glucose Levels. Diagnostics 2019;9(1):6 View
  28. Attig C, Franke T. Abandonment of personal quantification: A review and empirical study investigating reasons for wearable activity tracking attrition. Computers in Human Behavior 2020;102:223 View
  29. Sañudo B, Fennell C, Sánchez-Oliver A. Objectively-Assessed Physical Activity, Sedentary Behavior, Smartphone Use, and Sleep Patterns Pre- and during-COVID-19 Quarantine in Young Adults from Spain. Sustainability 2020;12(15):5890 View
  30. Yang X, Kovarik C. A systematic review of mobile health interventions in China: Identifying gaps in care. Journal of Telemedicine and Telecare 2021;27(1):3 View
  31. Witt D, Kellogg R, Snyder M, Dunn J. Windows into human health through wearables data analytics. Current Opinion in Biomedical Engineering 2019;9:28 View
  32. Chang Y. Physical Activity and Cognitive Function in Mild Cognitive Impairment. ASN Neuro 2020;12:175909141990118 View
  33. Dimitratos S, German J, Schaefer S. Wearable Technology to Quantify the Nutritional Intake of Adults: Validation Study. JMIR mHealth and uHealth 2020;8(7):e16405 View
  34. Tinius R, Edens K, Link K, Jones M, Lyons S, Rebelle T, Pearson K, Maples J. Effect of Evidence-Based Materials and Access to Local Resources on Physical Activity Levels, Beliefs, and Motivation During Pregnancy in a Rural Setting. Journal of Physical Activity and Health 2020;17(10):947 View
  35. Tedesco S, Sica M, Ancillao A, Timmons S, Barton J, O'Flynn B. Validity Evaluation of the Fitbit Charge2 and the Garmin vivosmart HR+ in Free-Living Environments in an Older Adult Cohort. JMIR mHealth and uHealth 2019;7(6):e13084 View
  36. Zhang H, Fu Z, Shu K. Recognizing Ping-Pong Motions Using Inertial Data Based on Machine Learning Classification Algorithms. IEEE Access 2019;7:167055 View
  37. Javed A, Sarwar M, Beg M, Asim M, Baker T, Tawfik H. A collaborative healthcare framework for shared healthcare plan with ambient intelligence. Human-centric Computing and Information Sciences 2020;10(1) View
  38. WELK G, BAI Y, LEE J, GODINO J, SAINT-MAURICE P, CARR L. Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies. Medicine & Science in Sports & Exercise 2019;51(8):1767 View
  39. Budig M, Höltke V, Keiner M. Accuracy of optical heart rate measurement and distance measurement of a fitness tracker and their consequential use in sports. German Journal of Exercise and Sport Research 2019;49(4):402 View
  40. Kulev I, Valk C, Lu Y, Pu P. Recommender System for Responsive Engagement of Senior Adults in Daily Activities. Journal of Population Ageing 2020;13(2):167 View
  41. Nelson B, Allen N. Accuracy of Consumer Wearable Heart Rate Measurement During an Ecologically Valid 24-Hour Period: Intraindividual Validation Study. JMIR mHealth and uHealth 2019;7(3):e10828 View
  42. Ringeval M, Wagner G, Denford J, Paré G, Kitsiou S. Fitbit-Based Interventions for Healthy Lifestyle Outcomes: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2020;22(10):e23954 View
  43. Ringeval M, Wagner G, Denford J, Paré G, Kitsiou S. Fitbit-Based Interventions for Healthy Lifestyle Outcomes: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2020;22(10):e23954 View
  44. Wang X, Chen H, Heidari A, Zhang X, Xu J, Xu Y, Huang H. Multi-population following behavior-driven fruit fly optimization: A Markov chain convergence proof and comprehensive analysis. Knowledge-Based Systems 2020;210:106437 View
  45. Chu Y, Abu-Hamdeh N, Ben-Beya B, Hajizadeh M, Li Z, Bach Q. Nanoparticle enhanced PCM exergy loss and thermal behavior by means of FVM. Journal of Molecular Liquids 2020;320:114457 View
  46. Yao X, Huang X, Yang C, Hu A, Zhou G, Ju M, Lei J, Shu J. A Novel Approach to Assessing Differentiation Degree and Lymph Node Metastasis of Extrahepatic Cholangiocarcinoma: Prediction Using a Radiomics-Based Particle Swarm Optimization and Support Vector Machine Model. JMIR Medical Informatics 2020;8(10):e23578 View
  47. Zhou W, Wang P, Heidari A, Zhao X, Turabieh H, Chen H. Random learning gradient based optimization for efficient design of photovoltaic models. Energy Conversion and Management 2021;230:113751 View
  48. Qu T, Qu Z, Oyarhossein M. On the wave propagation in a multi-hybrid nanocomposite doubly curved panel. Mechanics Based Design of Structures and Machines 2023;51(2):875 View
  49. Sun X, Bi Y, Guo Y, Ghadiri M, Mohammadinia S. CO2 geo-sequestration modeling study for contact angle estimation in ternary systems of brine, CO2, and mineral. Journal of Cleaner Production 2021;283:124662 View
  50. Wang T, Almarashi A, Al-Turki Y, Abu-Hamdeh N, Hajizadeh M, Chu Y. Approaches for expedition of discharging of PCM involving nanoparticles and radial fins. Journal of Molecular Liquids 2021;329:115052 View
  51. Li C, Li J, Chen H, Heidari A. Memetic Harris Hawks Optimization: Developments and perspectives on project scheduling and QoS-aware web service composition. Expert Systems with Applications 2021;171:114529 View
  52. Li F, Almarashi A, Jafaryar M, Hajizadeh M, Chu Y. Melting process of nanoparticle enhanced PCM through storage cylinder incorporating fins. Powder Technology 2021;381:551 View
  53. Melesse A, Khosravi K, Tiefenbacher J, Heddam S, Kim S, Mosavi A, Pham B. River Water Salinity Prediction Using Hybrid Machine Learning Models. Water 2020;12(10):2951 View
  54. Carrier B, Barrios B, Jolley B, Navalta J. Validity and Reliability of Physiological Data in Applied Settings Measured by Wearable Technology: A Rapid Systematic Review. Technologies 2020;8(4):70 View
  55. Bai Y, Suhatril M, Cao Y, Forooghi A, Assilzadeh H. Hygro–thermo–magnetically induced vibration of nanobeams with simultaneous axial and spinning motions based on nonlocal strain gradient theory. Engineering with Computers 2022;38(3):2509 View
  56. Timm I, Spaderna H, Rodermund S, Lohr C, Buettner R, Berndt J. Designing a Randomized Trial with an Age Simulation Suit—Representing People with Health Impairments. Healthcare 2020;9(1):27 View
  57. Bowen-Jallow K, Nunez-Lopez O, Wright A, Fuchs E, Ahn M, Lyons E, Jupiter D, Berry L, Suman O, Radhakrishnan R, Glaser A, Thompson D, Ardern C. Wearable Activity Tracking Device Use in an Adolescent Weight Management Clinic: A Randomized Controlled Pilot Trial. Journal of Obesity 2021;2021:1 View
  58. Hashemzadeh B, Edjlali L, Kheirollahi Nezhad P, Vessally E. Hexa-cata-hexabenzocoronene nanographene as a promising anode material for Mg-ion batteries. Journal of Molecular Modeling 2021;27(2) View
  59. Ghadiri M, Marjani A, Mohammadinia S, Shirazian S. An insight into the estimation of relative humidity of air using artificial intelligence schemes. Environment, Development and Sustainability 2021;23(7):10194 View
  60. Concheiro-Moscoso P, Martínez-Martínez F, Miranda-Duro M, Pousada T, Nieto-Riveiro L, Groba B, Mejuto-Muiño F, Pereira J. Study Protocol on the Validation of the Quality of Sleep Data from Xiaomi Domestic Wristbands. International Journal of Environmental Research and Public Health 2021;18(3):1106 View
  61. Dang T, Bui T, Nguyen A, Almusawi M, Bui X. Nanomaterial transportation and heat transfer simulation in a penetrable canal using power law model. Applied Nanoscience 2023;13(1):313 View
  62. Auepanwiriyakul C, Waibel S, Songa J, Bentley P, Faisal A. Accuracy and Acceptability of Wearable Motion Tracking for Inpatient Monitoring Using Smartwatches. Sensors 2020;20(24):7313 View
  63. He W, Xie Y, Lu H, Wang M, Chen H. Predicting Coronary Atherosclerotic Heart Disease: An Extreme Learning Machine with Improved Salp Swarm Algorithm. Symmetry 2020;12(10):1651 View
  64. Song S, Wang P, Heidari A, Wang M, Zhao X, Chen H, He W, Xu S. Dimension decided Harris hawks optimization with Gaussian mutation: Balance analysis and diversity patterns. Knowledge-Based Systems 2021;215:106425 View
  65. Zhao D, Liu L, Yu F, Heidari A, Wang M, Liang G, Muhammad K, Chen H. Chaotic random spare ant colony optimization for multi-threshold image segmentation of 2D Kapur entropy. Knowledge-Based Systems 2021;216:106510 View
  66. Bai Y, Alzahrani B, Baharom S, Habibi M. Semi-numerical simulation for vibrational responses of the viscoelastic imperfect annular system with honeycomb core under residual pressure. Engineering with Computers 2022;38(S5):3699 View
  67. Fan Y, Wang P, Heidari A, Zhao X, Turabieh H, Chen H. Delayed dynamic step shuffling frog-leaping algorithm for optimal design of photovoltaic models. Energy Reports 2021;7:228 View
  68. Ma L, Liu X, Moradi Z. On the chaotic behavior of graphene-reinforced annular systems under harmonic excitation. Engineering with Computers 2022;38(3):2583 View
  69. Carlin T, Vuillerme N. Step and Distance Measurement From a Low-Cost Consumer-Based Hip and Wrist Activity Monitor: Protocol for a Validity and Reliability Assessment. JMIR Research Protocols 2021;10(1):e21262 View
  70. Ward W, Meeker C, Handorf E, Hill M, Einarson M, Alpaugh R, Holden T, Astsaturov I, Denlinger C, Hall M, Reddy S, Sigurdson E, Dotan E, Zibelman M, Meyer J, Farma J, Vijayvergia N. Feasibility of Fitness Tracker Usage to Assess Activity Level and Toxicities in Patients With Colorectal Cancer. JCO Clinical Cancer Informatics 2021;(5):125 View
  71. Fazli Shahgoli A, Zandi Y, Rava A, Baharom S, Paknahad M, Ahmadi M, Wakil K. Estimation of the Most Influential Parameters Affecting the Rotary Braces Damper. Iranian Journal of Science and Technology, Transactions of Civil Engineering 2021;45(4):2463 View
  72. Liang J, Zhang Z, Fan L, Shen D, Chen Z, Xu J, Ge F, Xin J, Lei J, Huang X. A Comparison of the Development of Medical Informatics in China and That in Western Countries from 2008 to 2018: A Bibliometric Analysis of Official Journal Publications. Journal of Healthcare Engineering 2020;2020:1 View
  73. Yang T, Jiang Z, Shang Y, Norouzi M. Systematic review on next-generation web-based software architecture clustering models. Computer Communications 2021;167:63 View
  74. Liu W, Deng L, Cai Z, Li D, Rahimi A. Impact of in-plane follower force on the frequency response of the hybrid angle-ply laminated system via dynamic simulation and generalized differential quadrature framework. Engineering with Computers 2022;38(S5):3743 View
  75. Premkumar M, Jangir P, Sowmya R, Alhelou H, Heidari A, Chen H. MOSMA: Multi-Objective Slime Mould Algorithm Based on Elitist Non-Dominated Sorting. IEEE Access 2021;9:3229 View
  76. Jiang Y, Moradi R, Abusorrah A, Hajizadeh M, Li Z. Effect of downstream sinusoidal wall on mixing performance of hydrogen multi-jets at supersonic flow: Numerical study. Aerospace Science and Technology 2021;109:106410 View
  77. Farrokhi A, Farahbakhsh R, Rezazadeh J, Minerva R. Application of Internet of Things and artificial intelligence for smart fitness: A survey. Computer Networks 2021;189:107859 View
  78. Chu Y, Bilal S, Hajizadeh M. Hybrid ferrofluid along with MWCNT for augmentation of thermal behavior of fluid during natural convection in a cavity. Mathematical Methods in the Applied Sciences 2020 View
  79. Sun C, Rayeni N, Moghimihanjani M, Moradi R, Li Z. Effect of sinusoidal splitter on mixing performance of co-flow jets of hydrogen and air inside dual-combustor ramjet. Acta Astronautica 2021;180:211 View
  80. Li J, Alawee W, Rawa M, Dhahad H, Chu Y, Issakhov A, Abu-Hamdeh N, Hajizadeh M. Heat recovery application of nanomaterial with existence of turbulator. Journal of Molecular Liquids 2021;326:115268 View
  81. Ye H, Wu P, Zhu T, Xiao Z, Zhang X, Zheng L, Zheng R, Sun Y, Zhou W, Fu Q, Ye X, Chen A, Zheng S, Heidari A, Wang M, Zhu J, Chen H, Li J. Diagnosing Coronavirus Disease 2019 (COVID-19): Efficient Harris Hawks-Inspired Fuzzy K-Nearest Neighbor Prediction Methods. IEEE Access 2021;9:17787 View
  82. Nikki Han M, Kim M, Kim I. Exploring the user performance of Korean women in smart homes with a focus on user adoption. Journal of Building Engineering 2021;39:102303 View
  83. Yang T, Luo P, Sarkar A. Characterization of sensing parameters of sulfanilamide drug by ZnO nanocage based on the quantum chemical study. Journal of Sulfur Chemistry 2021;42(4):369 View
  84. Leung W, Case L, Jung J, Yun J. Factors associated with validity of consumer-oriented wearable physical activity trackers: a meta-analysis. Journal of Medical Engineering & Technology 2021;45(3):223 View
  85. Hassanvand A, Gerdroodbary M, Abazari A. Injection of hydrogen sonic multi-jet on inclined surface at supersonic flow. International Journal of Modern Physics C 2021;32(03):2150043 View
  86. Emaminejad H, Mir A, Farmani A. Design and Simulation of a Novel Tunable Terahertz Biosensor Based on Metamaterials for Simultaneous Monitoring of Blood and Urine Components. Plasmonics 2021;16(5):1537 View
  87. Nelson B, Low C, Jacobson N, Areán P, Torous J, Allen N. Guidelines for wrist-worn consumer wearable assessment of heart rate in biobehavioral research. npj Digital Medicine 2020;3(1) View
  88. Rostami Z, Asnaashariisfahani M, Ahmadi S, Hosseinian A, Ebadi A. A density functional theory investigation on 1H-4-germapyridine-4-ylidene & the unsaturated heterocyclic substituted ones. Journal of Molecular Structure 2021;1238:130427 View
  89. Liang J, Li Y, Zhang Z, Shen D, Xu J, Zheng X, Wang T, Tang B, Lei J, Zhang J. Adoption of Electronic Health Records (EHRs) in China During the Past 10 Years: Consecutive Survey Data Analysis and Comparison of Sino-American Challenges and Experiences. Journal of Medical Internet Research 2021;23(2):e24813 View
  90. Domingos C, Correia Santos N, Pêgo J. Association between Self-Reported and Accelerometer-Based Estimates of Physical Activity in Portuguese Older Adults. Sensors 2021;21(7):2258 View
  91. Xiong P, Almarashi A, Dhahad H, Alawee W, Issakhov A, Chu Y. Nanoparticles for phase change process of water utilizing FEM. Journal of Molecular Liquids 2021;334:116096 View
  92. Zhou S, Almarashi A, Talabany Z, Selim M, Issakhov A, Li Y, Yao S, Li Z. Augmentation of performance of system with dispersion of nanoparticles inside PCM. Journal of Molecular Liquids 2021;333:115921 View
  93. Xiong P, Almarashi A, Dhahad H, Alawee W, Abusorrah A, Issakhov A, Abu-Hamdeh N, Shafee A, Chu Y. Nanomaterial transportation and exergy loss modeling incorporating CVFEM. Journal of Molecular Liquids 2021;330:115591 View
  94. Pino-Ortega J, Gómez-Carmona C, Rico-González M. Accuracy of Xiaomi Mi Band 2.0, 3.0 and 4.0 to measure step count and distance for physical activity and healthcare in adults over 65 years. Gait & Posture 2021;87:6 View
  95. Almarashi A. Non-Darcy simulation of permeable domain filled with hybrid nanomaterial. Applied Nanoscience 2023;13(3):1761 View
  96. Huang X, Zhu Y, Kianfar E. Nano Biosensors: Properties, applications and electrochemical techniques. Journal of Materials Research and Technology 2021;12:1649 View
  97. Bao W, Almarashi A, Pan H, Du Y, Issakhov A, Bui X, Yao S, Nguyen A. Hybrid nanomaterial transportation and Lorentz effects in a permeable sinusoidal duct. Journal of Molecular Liquids 2021;332:115796 View
  98. Alizadeh A, Negarandeh R, Bagheri Amiri F, Yazdani Z. The study of Iranian children and adolescents’ physical activity: a systematic review and meta-analysis. International Journal of Adolescent Medicine and Health 2021;33(3):65 View
  99. Zhou S, Almarashi A, Dara R, Issakhov A, Ge-JiLe H, Selim M, Hajizadeh M. Effect of permeability and MHD on nanoparticle transportation. Journal of Molecular Liquids 2021;335:116137 View
  100. Chu Y, Almusawi M, Hajizadeh M, Yao S, Bach Q. Hybrid nanomaterial treatment within a permeable tank considering irreversibility. International Journal of Modern Physics C 2021;32(05):2150061 View
  101. Yin F, Yang R, Yu H, Zhou W, Zhao Y, Zhang S. Edge intelligence‐enabled supply chain financial model based on Business‐to‐Business e‐business platforms. Concurrency and Computation: Practice and Experience 2023;35(13) View
  102. Kane W, Hassinger T, Chu D, Myers E, Charles A, Hoang S, Friel C, Thiele R, Davis E, Hedrick T. Preoperative REM sleep is associated with complication development after colorectal surgery. Surgical Endoscopy 2022;36(4):2532 View
  103. Ronghui S, Liangrong N. An intelligent fuzzy-based hybrid metaheuristic algorithm for analysis the strength, energy and cost optimization of building material in construction management. Engineering with Computers 2022;38(S4):2663 View
  104. Bai Y, Tompkins C, Gell N, Dione D, Zhang T, Byun W, Bergman P. Comprehensive comparison of Apple Watch and Fitbit monitors in a free-living setting. PLOS ONE 2021;16(5):e0251975 View
  105. Topalidis P, Florea C, Eigl E, Kurapov A, Leon C, Schabus M. Evaluation of a Low-Cost Commercial Actigraph and Its Potential Use in Detecting Cultural Variations in Physical Activity and Sleep. Sensors 2021;21(11):3774 View
  106. Tan C, Lin J. A new QoE-based prediction model for evaluating virtual education systems with COVID-19 side effects using data mining. Soft Computing 2023;27(3):1699 View
  107. Li C, Li J, Chen H, Jin M, Ren H. Enhanced Harris hawks optimization with multi-strategy for global optimization tasks. Expert Systems with Applications 2021;185:115499 View
  108. Wang T, Fan L, Zheng X, Wang W, Liang J, An K, Ju M, Lei J. The Impact of Gamification-Induced Users' Feelings on the Continued Use of mHealth Apps: A Structural Equation Model With the Self-Determination Theory Approach. Journal of Medical Internet Research 2021;23(8):e24546 View
  109. Wattanapisit A, Wattanapisit S, Wongsiri S. Overview of Physical Activity Counseling in Primary Care. Korean Journal of Family Medicine 2021;42(4):260 View
  110. Yang L. Data acquisition and transmission of laboratory local area network based on fuzzy DEMATEL algorithm. Wireless Networks 2022;28(6):2795 View
  111. Adamakis M. Criterion Validity of iOS and Android Applications to Measure Steps and Distance in Adults. Technologies 2021;9(3):55 View
  112. Gholamalizadeh M, Doaei S, Mokhtari Z, Jalili V, Bourbour F, Omidi S, Ebrahimi K, Kalantari N, Abdi S, Azizi Tabesh G, Naimi Joubani M, Roohbakhsh E, Mosavi Jarrahi S. Association of serum 25-OH-vitamin D level with FTO and IRX3 genes expression in obese and overweight boys with different FTO rs9930506 genotypes. Journal of Translational Medicine 2021;19(1) View
  113. Shan W, Qiao Z, Heidari A, Chen H, Turabieh H, Teng Y. Double adaptive weights for stabilization of moth flame optimizer: Balance analysis, engineering cases, and medical diagnosis. Knowledge-Based Systems 2021;214:106728 View
  114. Abdelbasset W, Jasim S, Bokov D, Oleneva M, Islamov A, Hammid A, Mustafa Y, Yasin G, Alguno A, Kianfar E. Comparison and evaluation of the performance of graphene-based biosensors. Carbon Letters 2022;32(4):927 View
  115. Syarifuddin N, Briawan D, Sinaga T. Sleep Quality, Stress Level, Physical Activity, and Food Consumption with Nutritional Status. Jurnal Ilmiah Kesehatan (JIKA) 2022;4(1):136 View
  116. Sunny J, Patro C, Karnani K, Pingle S, Lin F, Anekoji M, Jones L, Kesari S, Ashili S. Anomaly Detection Framework for Wearables Data: A Perspective Review on Data Concepts, Data Analysis Algorithms and Prospects. Sensors 2022;22(3):756 View
  117. Veerubhotla A, Krantz A, Ibironke O, Pilkar R. Wearable devices for tracking physical activity in the community after an acquired brain injury: A systematic review. PM&R 2022;14(10):1207 View
  118. Pérez-Robledo F, Bermejo-Gil B, Sánchez-González J, Domínguez-García A. Validación del dispositivo de monitorización de actividad TomTom Touch Fitness Tracker® para medir la frecuencia cardíaca durante el esfuerzo. Fisioterapia 2022;44(4):218 View
  119. Budig M, Keiner M, Stoohs R, Hoffmeister M, Höltke V. Heart Rate and Distance Measurement of Two Multisport Activity Trackers and a Cellphone App in Different Sports: A Cross-Sectional Validation and Comparison Field Study. Sensors 2021;22(1):180 View
  120. Gibb M, Winter H, Komarzynski S, Wreglesworth N, Innominato P. Holistic Needs Assessment of Cancer Survivors—Supporting the Process Through Digital Monitoring of Circadian Physiology. Integrative Cancer Therapies 2022;21:153473542211235 View
  121. Alexander J, Sovakova M, Rena G. Factors affecting resting heart rate in free-living healthy humans. DIGITAL HEALTH 2022;8:205520762211290 View
  122. Wang W, Chen I, Hershkovich L, Yang J, Shetty A, Singh G, Jiang Y, Kotla A, Shang J, Yerrabelli R, Roghanizad A, Shandhi M, Dunn J. A Systematic Review of Time Series Classification Techniques Used in Biomedical Applications. Sensors 2022;22(20):8016 View
  123. Cao J, Yang X, Rao J, Mitriashkin A, Fan X, Chen R, Cheng H, Wang X, Goh J, Leo H, Ouyang J. Stretchable and Self-Adhesive PEDOT:PSS Blend with High Sweat Tolerance as Conformal Biopotential Dry Electrodes. ACS Applied Materials & Interfaces 2022;14(34):39159 View
  124. Domingos C, Costa P, Santos N, Pêgo J. Usability, Acceptability, and Satisfaction of a Wearable Activity Tracker in Older Adults: Observational Study in a Real-Life Context in Northern Portugal. Journal of Medical Internet Research 2022;24(1):e26652 View
  125. Matsuura H, Mukaino M, Ogasawara T, Aoshima Y, Suzuki T, Inukai A, Hattori E, Saitoh E. Preliminary study on activity monitoring for over 24 hours among stroke patients in a rehabilitation ward. Japanese Journal of Comprehensive Rehabilitation Science 2019;10(0):37 View
  126. 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
  127. Sowers K, Litwin B, Lee A, Galantino M. Effect of Moderate Intensity Exercise on Infection Rates in Individuals with Primary Immunodeficiency Disease: A Preliminary Pilot Randomized Investigation. Physiotherapy Theory and Practice 2022;38(13):2677 View
  128. Hinze A, Bowen J, König J. Wearable technology for hazardous remote environments: Smart shirt and Rugged IoT network for forestry worker health. Smart Health 2022;23:100225 View
  129. Hewitt B, Deranek K, McLeod A, Gudi A. Exercise motives impact on physical activities measured using wearable devices. Health Promotion International 2022;37(3) View
  130. Nuske H, Goodwin M, Kushleyeva Y, Forsyth D, Pennington J, Masino A, Finkel E, Bhattacharya A, Tan J, Tai H, Atkinson‐Diaz Z, Bonafide C, Herrington J. Evaluating commercially available wireless cardiovascular monitors for measuring and transmitting real‐time physiological responses in children with autism. Autism Research 2022;15(1):117 View
  131. Collombon E, Peels D, Bolman C, de Bruijn G, Lechner L. Adding Mobile Elements to Online Physical Activity Interventions for Adults Aged Over 50 Years: Prototype Development Study. JMIR Formative Research 2023;7:e42394 View
  132. Bube B, Zanón B, Lara Palma A, Klocke H. Wearable Devices in Diving: Scoping Review. JMIR mHealth and uHealth 2022;10(9):e35727 View
  133. Argent R, Hetherington-Rauth M, Stang J, Tarp J, Ortega F, Molina-Garcia P, Schumann M, Bloch W, Cheng S, Grøntved A, Brønd J, Ekelund U, Sardinha L, Caulfield B. Recommendations for Determining the Validity of Consumer Wearables and Smartphones for the Estimation of Energy Expenditure: Expert Statement and Checklist of the INTERLIVE Network. Sports Medicine 2022;52(8):1817 View
  134. Netchaeva E, Ilies R, Magni M, Yao J. What we are pushed to do versus what we want to do: Comparing the unique effects of citizenship pressure and actual citizenship behavior on fatigue and family behaviors. Journal of Vocational Behavior 2023;141:103845 View
  135. Martín-Escudero P, Cabanas A, Dotor-Castilla M, Galindo-Canales M, Miguel-Tobal F, Fernández-Pérez C, Fuentes-Ferrer M, Giannetti R. Are Activity Wrist-Worn Devices Accurate for Determining Heart Rate during Intense Exercise?. Bioengineering 2023;10(2):254 View
  136. Nuuttila O, Korhonen E, Laukkanen J, Kyröläinen H. Validity of the Wrist-Worn Polar Vantage V2 to Measure Heart Rate and Heart Rate Variability at Rest. Sensors 2021;22(1):137 View
  137. Stuart T, Hanna J, Gutruf P. Wearable devices for continuous monitoring of biosignals: Challenges and opportunities. APL Bioengineering 2022;6(2) View
  138. Popov V, Kudryavtseva E, Kumar Katiyar N, Shishkin A, Stepanov S, Goel S. Industry 4.0 and Digitalisation in Healthcare. Materials 2022;15(6):2140 View
  139. Rahimpour E, Lotfipour F, Jouyban A. A Minireview on Nanoparticle-Based Sensors for the Detection of Coronaviruses. Bioanalysis 2021;13(24):1837 View
  140. Martín-Martín J, Wang L, De-Torres I, Escriche-Escuder A, González-Sánchez M, Muro-Culebras A, Roldán-Jiménez C, Ruiz-Muñoz M, Mayoral-Cleries F, Biró A, Tang W, Nikolova B, Salvatore A, Cuesta-Vargas A. The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors. Sensors 2022;22(7):2552 View
  141. Chevance G, Golaszewski N, Tipton E, Hekler E, Buman M, Welk G, Patrick K, Godino J. Accuracy and Precision of Energy Expenditure, Heart Rate, and Steps Measured by Combined-Sensing Fitbits Against Reference Measures: Systematic Review and Meta-analysis. JMIR mHealth and uHealth 2022;10(4):e35626 View
  142. Xintarakou A, Sousonis V, Asvestas D, Vardas P, Tzeis S. Remote Cardiac Rhythm Monitoring in the Era of Smart Wearables: Present Assets and Future Perspectives. Frontiers in Cardiovascular Medicine 2022;9 View
  143. Liu J, Wei J, Heidari A, Kuang F, Zhang S, Gui W, Chen H, Pan Z. Chaotic simulated annealing multi-verse optimization enhanced kernel extreme learning machine for medical diagnosis. Computers in Biology and Medicine 2022;144:105356 View
  144. Montalvo S, Martinez A, Arias S, Lozano A, Gonzalez M, Dietze-Hermosa M, Boyea B, Dorgo S. Commercial Smart Watches and Heart Rate Monitors: A Concurrent Validity Analysis. Journal of Strength and Conditioning Research 2023;37(9):1802 View
  145. Hamasaki H. Efficacy of Wearable Devices to Measure and Promote Physical Activity in the Management of Diabetes. EMJ Diabetes 2018:62 View
  146. Domingos C, Picó-Pérez M, Magalhães R, Moreira M, Sousa N, Pêgo J, Santos N. Free-Living Physical Activity Measured With a Wearable Device Is Associated With Larger Hippocampus Volume and Greater Functional Connectivity in Healthy Older Adults: An Observational, Cross-Sectional Study in Northern Portugal. Frontiers in Aging Neuroscience 2021;13 View
  147. Gagnon J, Khau M, Lavoie-Hudon L, Vachon F, Drapeau V, Tremblay S. Comparing a Fitbit Wearable to an Electrocardiogram Gold Standard as a Measure of Heart Rate Under Psychological Stress: A Validation Study. JMIR Formative Research 2022;6(12):e37885 View
  148. Miao F, Wu D, Liu Z, Zhang R, Tang M, Li Y. Wearable sensing, big data technology for cardiovascular healthcare: current status and future prospective. Chinese Medical Journal 2023;136(9):1015 View
  149. Mac Cárthaigh S, Perry J, Griffin C. Do objective data support the claim that problematic smartphone use has a clinically meaningful impact upon adolescent sleep duration?. Behaviour & Information Technology 2023;42(15):2626 View
  150. Soulard J, Carlin T, Knitza J, Vuillerme N. Wearables for Measuring the Physical Activity and Sedentary Behavior of Patients With Axial Spondyloarthritis: Systematic Review. JMIR mHealth and uHealth 2022;10(8):e34734 View
  151. Fennell C, Eremus T, Puyana M, Sañudo B. The Importance of Physical Activity to Augment Mood during COVID-19 Lockdown. International Journal of Environmental Research and Public Health 2022;19(3):1270 View
  152. Brown L, Taylor D, Bryan C, Wiley J, Pruiksma K, Khazem L, Baker J, Young J, O'Leary K. Digital phenotyping to improve prediction of suicidal urges in treatment: Study protocol. Aggression and Violent Behavior 2022;66:101733 View
  153. Yang M, Ye Z, Ren Y, Farhat M, Chen P. Recent Advances in Nanomaterials Used for Wearable Electronics. Micromachines 2023;14(3):603 View
  154. Kim M, Ryu J, Kang M, Park J, Ahn Y, Kim Y. Development and Adaptability of Smartphone-based Dietary Coaching Program for Patients Undergoing Diabetes and Prediabetes with Continuous Glucose Monitoring Device. Journal of Health Informatics and Statistics 2023;48(1):36 View
  155. Christensen J, Blackburn B, Anderson L, Gililland J, Peters C, Archibeck M, Pelt C. Recovery Curve for Patient Reported Outcomes and Objective Physical Activity After Primary Total Knee Arthroplasty—A Multicenter Study Using Wearable Technology. The Journal of Arthroplasty 2023;38(6):S94 View
  156. Babinski M, Duperval R, Altenor K, von Oettingen J, Wheeler B. Impact of Sleep and Activity on Glycemic Control and Quality of Life in Haitian Children and Youth with Type 1 Diabetes. Pediatric Diabetes 2023;2023:1 View
  157. Concheiro-Moscoso P, Groba B, Alvarez-Estevez D, Miranda-Duro M, Pousada T, Nieto-Riveiro L, Mejuto-Muiño F, Pereira J. Quality of Sleep Data Validation From the Xiaomi Mi Band 5 Against Polysomnography: Comparison Study. Journal of Medical Internet Research 2023;25:e42073 View
  158. Seo W, Kang E, Rhie Y, Loh B. Device-Measured Sleep Duration Age 9–11 Years Among Urban Korean Children. Chronobiology in Medicine 2023;5(3):97 View
  159. Liang J, He Y, Xie J, Fan X, Liu Y, Wen Q, Shen D, Xu J, Gu S, Lei J. Mining electronic health records using artificial intelligence: Bibliometric and content analyses for current research status and product conversion. Journal of Biomedical Informatics 2023;146:104480 View
  160. Carter L, Ford C. Promoting physical activity in clinical practice through wearable technology. Journal of the American Association of Nurse Practitioners 2023;35(12):765 View
  161. Abd-alrazaq A, AlSaad R, Harfouche M, Aziz S, Ahmed A, Damseh R, Sheikh J. Wearable Artificial Intelligence for Detecting Anxiety: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2023;25:e48754 View
  162. Makar P, Kawczyński A, Silva R, Yildiz M, Silva A, Akyildiz Z. Validity and reliability of Polar M400 GPS watches for measuring distances covered by team sports players. Heliyon 2023;9(10):e20920 View
  163. Kim H, Cho B, Jung J, Kim J. Attitudes and perspectives of nurses and physicians in South Korea towards the clinical use of person-generated health data. DIGITAL HEALTH 2023;9 View
  164. Balas Z, Tokarz K, Zieliński B, Guźniczak T. Research on the behaviour of Bluetooth Low Energy protocol in the heart rate monitoring application. Procedia Computer Science 2023;225:63 View
  165. Nourse R, Dingler T, Kelly J, Kwasnicka D, Maddison R. The Role of a Smart Health Ecosystem in Transforming the Management of Chronic Health Conditions. Journal of Medical Internet Research 2023;25:e44265 View
  166. Grech E, Briguglio M, Said E. A field experiment on gamification of physical activity – Effects on motivation and steps. International Journal of Human-Computer Studies 2024;184:103205 View
  167. YILDIZ M, GÜNEL İ. Investigation of the Validity and Reliability of Two Smart Bands Selected That Count Steps at Different Walking Speed. Pamukkale Journal of Sport Sciences 2023;14(3):279 View
  168. Willingham T, Stowell J, Collier G, Backus D. Leveraging Emerging Technologies to Expand Accessibility and Improve Precision in Rehabilitation and Exercise for People with Disabilities. International Journal of Environmental Research and Public Health 2024;21(1):79 View
  169. Sañudo B, Sanchez-Trigo H, Domínguez R, Flores-Aguilar G, Sánchez-Oliver A, Moral J, Oviedo-Caro M. A randomized controlled mHealth trial that evaluates social comparison-oriented gamification to improve physical activity, sleep quantity, and quality of life in young adults. Psychology of Sport and Exercise 2024;72:102590 View
  170. Grech E, Briguglio M, Said E. Protocol for a randomised controlled field experiment on the effect of different gamification designs of physical activity. MethodsX 2024;12:102551 View
  171. Zhong Z, Tan X, An X, Li J, Cai J, Jiang Y, Taufique S, Li B, Shi Q, Zhao M, Wang Y, Luo Q, Wang H. Administration of blue light in the morning and no blue-ray light in the evening improves the circadian functions of non-24-hour shift workers. Chronobiology International 2024;41(2):267 View
  172. Imbergamo C, Patankar A, Milewski M. Sleep Optimization in the Young Athlete. Journal of the Pediatric Orthopaedic Society of North America 2021;3(3) View
  173. Mikoś M, Kazmierski K, Wachulec N, Sośnica K. Accuracy of satellite positioning using GNSS receivers in sports watches. Measurement 2024;229:114426 View
  174. Islam M, Frazier M, Harden S, Lim S. Barriers and Benefits of Online Group Exercise Programs for Older Adults. Journal of Applied Gerontology 2024 View
  175. Feng X, Hadizadeh M, Cheong J. Effects of Family-Professional Partnerships in Adapted Physical Education on the Fundamental Motor Skills, Adaptive Behaviors, and Physical Activity Levels of Children with Autism Spectrum Disorder and on Parent Satisfaction. Journal of Autism and Developmental Disorders 2024 View
  176. Tóth K, Takács P, Balatoni I. Users’ Expectations of Smart Devices during Physical Activity—A Literature Review. Applied Sciences 2024;14(8):3518 View
  177. Spartano N, Zhang Y, Liu C, Chernofsky A, Lin H, Trinquart L, Borrelli B, Pathiravasan C, Kheterpal V, Nowak C, Vasan R, Benjamin E, McManus D, Murabito J. Agreement between Apple Watch and Actical step counts in a community setting: The Framingham Heart Study (Preprint). JMIR Biomedical Engineering 2023 View
  178. Pulantara I, Wang Y, Burke L, Sereika S, Bizhanova Z, Kariuki J, Beatrice B, Loar I, Cedillo M, Conroy M, Parmanto B. Streamlining data collection and management of mHealth, Wearable, and IoT in Digital Behavioral Health Intervention with ADAM: Development of A Novel Informatics Architecture (Preprint). JMIR mHealth and uHealth 2023 View
  179. Khoa B, Huynh T. Why do generation X customers use wearable fitness technology equipment after recovering from coronavirus? The role of perceived health risks. Heliyon 2024;10(12):e32978 View
  180. Frija J, Mullaert J, Abensur Vuillaume L, Grajoszex M, Wanono R, Benzaquen H, Kerzabi F, Geoffroy P, Matrot B, Trioux T, Penzel T, d'Ortho M. Metrology of two wearable sleep trackers against polysomnography in patients with sleep complaints. Journal of Sleep Research 2024 View

Books/Policy Documents

  1. Esparza Y W, Aladro-Gonzalvo A, Pérez-Medina J, Jimenes K, Baldeon J. Advances in Human Factors and Systems Interaction. View
  2. Boland M, Alam F, Bronlund J. Trends in Personalized Nutrition. View
  3. Mahloko L, Adebesin F. Responsible Design, Implementation and Use of Information and Communication Technology. View
  4. Zhuang N, Weng S, Bao S, Li X, Huang J, Wang P. Entertainment Computing – ICEC 2022. View
  5. Orte S, Migliorelli C, Sistach-Bosch L, Subías-Beltrán P, Cecilia Fritzsche P, Galofré M, Gómez-Martínez M, Miralles F, Marí D, Ribas V. Recommender Systems [Working Title]. View
  6. Jain U, Balayan S, Chauhan N. Multifaceted Bio-sensing Technology. View
  7. Murmu C. HCI International 2023 Posters. View
  8. Domínguez-Miranda S, Rodríguez-Aguilar R. Computer Science and Engineering in Health Services. View
  9. Caramaschi S, Bezançon J, Olsson C, Salvi D. Pervasive Computing Technologies for Healthcare. View