Reliability and Validity of Commercially Available Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review

Fuller, Daniel, Colwell, Emily, Low, Jonathan, Orychock, Kassia, Tobin, Melissa Ann, Simango, Bo, Buote, Richard, Van Heerden, Desiree +4 more·2020·JMIR mHealth and uHealth

DOI 10.2196/18694

Cited by (705)

Items 601–700 of 705

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Isshu Wakita, Kazuya Maruyama, Sou Nobukawa, Aya Shirama, Tomiki Sumiyoshi · 2025 · Nonlinear Theory and Its Applications IEICE
A Benchmarking Framework for Cost-Effective Wearables in Oncology: Supporting Remote Monitoring and Scalable Digital Health Integration
Bianca Bindi, Marina Garofano, Chiara Parretti, Claudio Pascarelli, Gabriele Arcidiacono, Romeo Bandinelli, Angelo Corallo · 2026 · Technologies
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Novel presenteeism evaluation system using tailored individual reference of heart rate variability
Hiroki Okawara, Takeo Nagura, Masaya Nakamura, K. Sato, Yoshinori Katsumata · 2026 · Critical Public Health
Socio-Institutional Issues and Policy Directions for Advanced Sports Policy in the AX Era
Minkyu Kim, Minjeong Kwak · 2025 · 한국여성체육학회지
The Development of the Pain Threshold During a Long‐Distance Run
Jens Frøjk Axel Dixen, Malene Ravn, Thorvaldur Skuli Palsson, Kristian Kjær-Staal Petersen, Morten Hoegh · 2026 · European Journal of Pain
Perceived Neighborhood Environment and Objectively Assessed, Habitual Physical Activity Among US Adults: An All of Us Research Program Study
Natalia I. Heredia, Michael C Robertson, Christopher D. Pfledderer, Ethan T. Hunt, Timothy J. Walker, Deborah Salvo · 2026 · Journal of Physical Activity and Health
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Stephen G. Gonsalves, Justin Junpeng Zhao, Alicia A. Livinski, Michael E. Steele, Alexander Ross, Timothy Fuss, Kimberly A. Clevenger, Leorey N. Saligan · 2026 · Physiological Measurement
COMPARAÇÃO DE PARÂMETROS BIOLÓGICOS EM AMBIENTE DOMICILIAR E EM CENTRO DE TREINAMENTO DURANTE A FASE PREPARATÓRIA DE PARATLETAS DE VÔLEI SENTADO PARA OS JOGOS PARALÍMPICOS DE PARIS DE 2024
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A Proposal for an Self-Rescue System Based on offline LLM for Minor Injuries after an Earthquake
Francesco Carotenuto, Giovanni Acampora, Aldo Zollo · 2025 · IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)
The Pacing Problem in mHealth Regulation: Rethinking the ‘Intended Use’ Rule in the Governance of mHealth Apps in South Africa
Johannes Machinya · 2026 · Law Technology and Humans
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Miguel Adriano Sánchez-Lastra, Nerea Blanco-Martínez, Iván R. Martínez-Lemos, Antonio Prado-Freigenedo, Carlos Ayán · 2026 · Journal of Intellectual Disabilities
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Ahmad Bilal, Hood Thabit, Paul W. Nutter, Simon Harper · 2026 · Frontiers in Sports and Active Living
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Leonardo Lanoux · 2024
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Kevin O’Gallagher · 2026
MITO-VATION: Feasibility of a technology-supported structured home exercise program in Mitochondrial Disease
Jeremey Horne, Natalie Elizabeth Allen, Serene Sulyn Paul, Judith Walker, Carolyn M. Sue · 2026 · PLOS Digital Health
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Bouke Leonard Scheltinga, Jaap H. Buurke, Joost N. Kok, Jasper Reenalda · 2026 · Sports Medicine - Open
Criterion Validation for Step Count and Distance Covered During the 6-Minute Walk Test Using a Low-Cost, Commercially Available Activity Monitor
Abraham Samuel Babu, Achsah A. Abraham, Becky M. Mathew, Sara Manohar Malpe, Akhila Satyamurthy · 2026 · Mayo Clinic Proceedings Digital Health
Effectiveness of Interventions to Improve Physical Activity Levels Among Ethnic Minorities in the United Kingdom: A Systematic Review
Louis Foingwe Timti, Jerry Brown Aseneh, Conrald Metuge Ekukole, Adedotun Joshua Owolabi, F. Amirabdollahian, Basma Ellahi · 2026 · Health & Social Care in the Community
Objective functional assessment in orthopedics: The emerging role of wearable technologies
Joshua A Wu, Katherine M. Kutzer, Devika A Shenoy, Giussepe Yanez, Christian F Zirbes, Sharrieff N. Shah, Crystal Jing, Ankit Choudhury, Junho Song, Eric Mai et al. · 2026 · World Journal of Orthopedics
Resilient Ethical Governance and Talent Well-Being in Hybrid, Sport, Family, Startup, and Ambiguous Ecosystems
Jose De Jesus Reyes-Sánchez · 2026 · IGI Global eBooks
Evaluation of off-the-shelf wearable for ambulatory clinical event monitoring and patient localization in hospital settings
Keita Fukuyama, Ryo Sakamoto, Koji Fujimoto, Motoo Nomura, Koichiro Kamada, Yuji Nakamoto, Tomohiko Kuroda · 2026 · Scientific Reports
Advances in the Application of Wearable Devices in the Early Diagnosis of Dementia Patients
翠翠魏 · 2026 · Advances in Clinical Medicine
Explainable artificial intelligence models for accurate physical activity prediction using wearable device data
Byunggul Lim, Sang-jun Park, Jun-Hyun Bae, Gabrielli T. de Mello, Chad D. Rethorst · 2026 · Journal of science and medicine in sport
Trajectories and associations between wearable-derived mobility, patient-reported outcomes, clinical measures and clinical indicators following total knee arthroplasty: The IMPACT project protocol
Daniel Hickey, Rory Lambe, Quentin Le Cornu, Anthony Pierce, Ian Byrne, Cailbhe Doherty, Brian Caulfield · 2026 · PLoS ONE
Heart Rate Estimation Using the Galaxy Watch During Maximal Cardiopulmonary Exercise Testing: Cross-Sectional Validation Study
Allan Inoue, João Paulo Ferreira Soares, Felipe Antunes-Santos, Alexandre Ferreira, Alberto Gonçalves, João Arthur Alcântara, Marcelo Rodrigues dos Santos · 2026 · JMIR Cardio
Development of personalized machine learning models for predicting panic attacks in college students
Dheeraj Dhanvee Kairamkonda, Josh Cherian, Guido Mascia, Johanna E. Hidalgo, Julia N. Kim, Jordan Llorin, Kathryn Stanton, Jennifer Ha, Peter Sheridan Dodds, Matthew Price et al. · 2026 · Frontiers in Digital Health
Use of physical activity skills in daily life during a physical activity intervention for women in midlife with elevated risk for cardiovascular disease
Gabrielle M. Salvatore, Iris Bercovitz, Angelica R. Rivera, Giada Benasi, Emmanuel Lapitan, Amanda L. Folk, Kyle R. Haggerty, Jacqueline A. Mogle, Danielle Arigo · 2026 · Journal of Behavioral Medicine
Energy Expenditure Analysis and Prediction in Smith Machine Squats Integrating Mechanical Loads and Sex
Zhengji Qiao, BingQian Guo, YunNa Gao, Yang Wang, Meng Jiang, Jie Yu, Longyan Yi, Bing Yan, Junqiang Qiu, Olivier Girard · 2026 · The Journal of Strength and Conditioning Research
Design and Development of Custom Multichannel EMG Armband, with Emphasis on Hardware and Signal Acquisition
Muhammad Ibtehaj Ahmad, Hamid Jabbar, Tahir Nawaz, Umar S. Khan · 2026 · International Conference on Electrical/Electronics, Robotics, Artificial Intelligence, and Informatics (ICERAI)
Study Protocol and Characteristics of the Wearable Device Survey for Tohoku Medical Megabank Brain Magnetic Resonance Imaging Study
Ippei Chiba, Naoki Nakaya, Shunji Mugikura, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Sayuri Tokioka, Masato Takase, Tomohiro Nakamura, Satoshi Nagaie et al. · 2026 · Journal of Epidemiology
Opportunities and Challenges of Wearable Health Devices for Early Detection of Diabetes-Related Conditions in Canada and the USA: A Narrative Review
Aderonke Oludare, Philip Eappen · 2026 · Health informatics
Reliability and validity of a smartwatch with a photoplethysmograph: Comparison with a Holter electrocardiograph
Chieko Tan, Tomoya Tamei, Atsue Ishii, Nobue Arimoto, Hideyuki Shiotani · 2026 · Chronobiology International
Automated segmentation of heart-rate time series in elite female futsal players: a threshold-based method to detect Rest, Activation, Exercise and Recovery phases
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Shoaib Z. Khan, Michael S. Ramirez Campos, Irena A. Rebalka, Michael D. Noseworthy, Thomas E. Doyle · 2026 · Research Square
Assessing Disability Level and Fatigue in Multiple Sclerosis With Smart Sock Sensor Technology
Julie F. Stowell, Victory Ladipo, Russell Jeter, Sujay Saphire Galen, T. Bradley Willingham · 2026 · Archives of Physical Medicine and Rehabilitation
مستوى الثقافة التكنولوجية لوسائل التدريب الرياضي الحديثة وعلاقتها بالحالة البدنية لطالبات التربية البدنية و علوم الرياضة
مايسة محمد ربيع عبد الرحمن, سميه محمد الغامدي, سديم عبدالعزيز محمد الجديعي, لميس خالد فهد السعيد, فتون عبدالرحمن الجليفي, رانيا علي البريدي, شوق محمد الفلاج, سميه صافي الشمراني, غيداء إبراهيم السعيد, نوره محمد آل زريق et al. · 2025 · Sports Culture
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Wearable Device Adoption, Physical Activity, and Health Data Sharing Among U.S. Cancer Survivors: Evidence from HINTS-7
Zarmina Amin, Jessh Mavoungou, John Oginni, Zan Gao · 2026 · Journal of Clinical Medicine
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Kevin A. Wu, David N. Kugelman, Sharrieff N. Shah, Sean Patrick Ryan, Michael Paul Bolognesi, Thorsten Markus Seyler, Samuel S. Wellman · 2026 · The Journal of Arthroplasty
The effect of moderate physical activity on NK cells populations and cytotoxic T lymphocytes in young, healthy women
Anna Tubek-Krokosz, Jarek Baran, Andrzej Galbarczyk, Adrianna Gałuszka-Bulaga, Magdalena Klimek, Karolina Miłkowska, Karolina Les, Kinga Słojewska, Monika Ścibor, Grazyna Jasienska A · 2026 · PLoS ONE
Domain-informed weight forecasting: leveraging behavioral and physiological sequences from wearables
Luping Cheng, Lu Wang, Gaolei Wang, Bo Lu, Bei Wu, Yang Xiao, Qian Huang · 2026 · Frontiers in Public Health
Impact of central adiposity on the heart rate and calorie estimation accuracy of diverse smartwatches and the resulting subjective exercise experience
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Jordan Carlson, Frank T. Materia, Mallory Moon, Suryeon Ryu, Cory Yeager, Chelsea Steel, Kacee Shields, Harpreet Singh Gill, Jannette Berkley‐Patton, Delwyn Catley · 2026 · JMIR mhealth and uhealth
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Roya Doshmanziari, Marius Lyng Danielsson, Matthijs Ferdinand Wouda, Berit Brurok, Viljar Aasan, Damiano Varagnolo, Julia Kathrin Baumgart · 2026 · JMIR mhealth and uhealth
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Heart Rate Circadian Oscillations as Digital Biomarkers of Cardiometabolic Health Determinants
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Yukako Yamaga, Thomas Svensson, Ung‐il Chung, Akiko Kishi Svensson · 2026 · European journal of medical research
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Joshua Rosen, Neel M. Butala, Daniel Bruce Kramer, Laura J. Helmkamp, Kristy D. Gama, Elizabeth Goldberg, Lucas Marzec, Pamela N. Peterson, Madeline Balser, Duncan Riley et al. · 2026 · medRxiv
Comparison of Consumer Smartwatch and Research‐Grade Accelerometer‐Derived Step Counts in Amyotrophic Lateral Sclerosis
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2026 · Frontiers research topics
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HEART RATE ZONE-BASED TRAINING IN THE ERA OF WEARABLE TECHNOLOGIES: CARDIOVASCULAR ADAPTATIONS AND DIGITAL HEALTH IMPLICATIONS
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Don Zachariah, Dominic Kakooza, Sharifa Pothas, Anjana Thomas, Iolanthé M. Kruger · 2026 · International Journal of Environmental Research and Public Health
Wearable technology and early socio-emotional processes in youth with autism: A systematic review
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И. А. Мизева, А.А. Кулеш · 2026 · Perm Scientific Center Journal
Smartwatches in the digital health ecosystem for health monitoring in patients with chronic kidney disease and kidney failure: opportunities and challenges
Jeroen Peter Kooman, Maggie Han, Sabine H. Josemans, Joris I. Rotmans, Len A. Usvyat, Bernard Canaud, Peter Kotanko · 2026 · American Journal of Physiology-Renal Physiology
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Dannik Haas, Carolina Vogel, Chiara N. Meierhofer, Kira Hofmann, Tanja C. Maisenbacher, Maximilian M. Menger, Steven Christian Herath, Tina Histing, Benedikt J. Braun · 2026 · Sensors
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Implementation Challenges and Enablers of Wearable Health Technologies in Physiotherapy Among English-Speaking Participants in India: A Qualitative Study
Divya Sharma, Franz Hessel, Vaibhavi Dargude · 2026 · Baltic Journal of Sport and Health Sciences
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Chengcheng Tang · 2026 · International Journal of Sports Science & Coaching
Analysis of Cardiorespiratory Endurance Differences Across Playing Positions of Collegiate Rugby 15s Players in Kenya
Elvis Onyango Okoth, Jane Kamau, Gitahi Theuri, Lucy-Joy M. Wachira · 2026 · Journal of Life Science and Public Health
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Tristan Hogue, Alexia Khoury, Pressila Njeim, Nicole Aswad, Layale Youssef, Sarah Birtulescu, Andréa Faust, Guy Hajj‐Boutros · 2026 · Frontiers in Digital Health
Biometric Leadership Development: Using Wearable Devices to Train Leaders’ Stress Regulation
Zarah Choirotus Sadiyah, Eka Rohmah Maulidiya, Sintia Ariandini, Mochammad Isa Ansori · 2026 · Jurnal Organisasi dan Manajemen Indonesia
Comparison of smartwatch-derived energy expenditure estimation during outdoor activities
Haedo Cho, Chelsey Campillo Rodriguez, Patrick Slade · 2026 · Frontiers in Digital Health
WEARABLE HEALTH TECHNOLOGIES AND THE MEDICALIZATION OF EVERYDAY LIFE: A SOCIO-MEDICAL REVIEW
Maria Sierant, Malwina Kwaśniewska, Kamila Zmysłowska, Adam Hajdaniak, Jan Mateusz Kiersztyn, Aleksandra Grabowska, Natalia Seńcio, Anna Szatkowska, Klaudia Aleksandra Stadnik · 2026 · International Journal of Innovative Technologies in Social Science
A long-duration, free-living, multimodal dataset with frame-level ground-truth annotations for real-world human activity recognition
Laura De Marzi, Kai-Chun Liu, Ton T. H. Duong, Damiano Zanotto · 2026 · Scientific Data
Digital-Based Physical Fitness: Kebugaran Jasmani Siswa Berbasis Data Digital Berdasarkan Penggunaan Smartwatch di MAN Insan Cendekia Gowa
Hasyim, Ikadarny, Muhammad Zulfikar · 2026 · Gelanggang Olahraga Jurnal Pendidikan Jasmani dan Olahraga (JPJO)
Acceptability and feasibility of fitness watches to monitor sleep and physical activity among women living with HIV: broadening the approach to optimizing cardiovascular health
Kathleen M. Powis, Jessica Lee, Matthew Cole, Debra Riservato, Alexandria DiPerna, Mahboobullah Mirza Baig, Murli Udharam Purswani, Natalie Lewis-Vass, Claire A. Berman, Mariam Davtyan et al. · 2026 · Frontiers in Digital Health
Concordance Between a Temple-Worn Optical Wearable and Transcranial Doppler During Exercise and Postural Transitions in Healthy Adults
Anit Kumar, Laura van Rosmalen, Anushka Gupta, Shubham Kumar Sharma, Dr Ramesh Chandra Gupta, Satchidananda Panda, Neelu Gupta · 2026 · medRxiv
FloorPulse : Heart rate measurement at a distance using indirect floor vibrations
Jesse Codling, Julia Gersey, Jeffrey D Shulkin, Yen-Cheng Chang, Jiale Zhang, Hugo Latapie, Hae Young Noh, Pei Zhang, Yiwen Dong · 2026 · Data-Centric Engineering
Emotion Analysis in Public Transport
Zilvinas Abaravicius, Artūras Kaklauskas, Evelina Achilli · 2026 · Applied Sciences
Exercise and physical activity changes during the menstrual cycle in users of the Flo app
Adam C. Cunningham, Erica L. Rauff, Yella Hewings-Martin, Aidan P. Wickham, Yihan Xu, Liudmila Zhaunova · 2026 · Women s Health
The accuracy of VO2 max, heart rate and energy expenditure measurements from Google Pixel Watch 3
Rory Lambe, Moritz Schumann, Sherene Hamilton, Lauren Donnelly, Thomas White, Sean O’Reilly, Saoirse Lally, Cailbhe Doherty · 2026 · PLoS ONE
The role of organised sport participation in physical activity and energy expenditure patterns among Serbian adolescents: an objective monitoring study
M. Paŝić · 2026 · Retos
Data-Based Training Model (Performance Tracking) For Students With Sports Talent
Nur Istiqamah, Muhammad Aprilyansyah Pratama, Sufitriyono · 2026 · COMPETITOR Jurnal Pendidikan Kepelatihan Olahraga
Identifying Burnout in Pediatric Clinicians Using Wearable Biometric Data: Development and Feasibility Study
Thomas B. Ayres, George E. Quaye, Harpreet Singh Gill, Addison Leabo, Catherine Koertje, James Steven Leeder, Brooke L. Fridley, Tiffany Addington · 2026 · Journal of Medical Internet Research
WMRE2030: integrating wearable devices, multi-omics, and artificial intelligence–driven real-time feedback into a daily-scale closed-loop framework for a new era of precision exercise
Mingrui Wang, Lun Chen, Mingyue Yin, Bing Zhang, Jilong Wu, Haowei Sun, Linghua Yan, Bing Wei, Feng Zhang, Cunjian Bi et al. · 2026 · Frontiers in Physiology
Protocol for the Generation of a Free-Living Ground-Truth Validation Dataset for Wearable Measures of Step Count in Adults (STEPCAM) (Preprint)
Victoria S. O’Callaghan, Laura A. Brocklebank, Benjamin D. Maylor, Tatiana Plekhanova, Aiden Doherty · 2026
Posicionamiento en interiores utilizando Bluetooth para la detección y el análisis de interacciones sociales
José J. González-García, Luis Zhinín-Vera, Víctor López‐Jaquero, Francisco Montero, Pascual González · 2026 · Revista de la Asociación Interacción Persona Ordenador (AIPO)
A wearable-based framework for objective work-content assessment and workload monitoring in human-centric work systems
Tuan-anh Tran, Tamás Ruppert, György Eigner, János Abonyi · 2026 · Computers & Industrial Engineering
The Pocket Laboratory: Why Mobile Measurement Matters
Filipe Manuel Clemente · 2026 · Springer eBooks
System-level design of flexible pressure sensors for arterial pulse monitoring: Waveform fidelity from materials to algorithms
Zeying Zhang, Letian Hao, Bokun Zhang, Qi Zhang, Meizhen Zhang, HuLin ZHANG, Feng Xu · 2026 · Chemical Engineering Journal
Physical Performance Outcomes and Programme Delivery Costs of ELDERPLAY, a Community-Based Multicomponent Exercise and Recreational Intervention for Older Adults: A Non-Randomized Controlled Evaluation
Alberto Salas Cañizares, Solanger Hernández Méndez, María Jesús Hernández‐López, José Antonio Vera-Pérez, María Ruzafa‐Martínez · 2026 · Healthcare
Agreement between Garmin and Ultrahuman wearables and their association with continuous glucose monitoring: an n-of-1 study
Mario Lovrić, Morten Arendt Rasmussen, Dejan Strbad · 2026 · bioRxiv (Cold Spring Harbor Laboratory)
Relevancia e implicaciones de la actimetría en rehabilitación
N.C. Duclos, L.T. Aguiar, R. Aissaoui, S. Nadeau, C. Duclos · 2026 · EMC - Kinesiterapia - Medicina Física