Wearables and MHealth Reviews

The Role of Environmental Factors in Technology-Assisted Physical Activity Intervention Studies Among Older Adults: Scoping Review

Carl-Philipp Jansen, Désirée Nijland, Jean-Michel Oppert, Veysel Alcan, Kirsi E Keskinen, Emmi Matikainen-Tervola, Zada Pajalic, Merja Rantakokko, Signe Tomsone, Essi-Mari Tuomola, Erja Portegijs, Erik J Timmermans

JMIR Mhealth Uhealth 2025 (Mar 13); 13:e59570

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Applying AI in the Context of the Association Between Device-Based Assessment of Physical Activity and Mental Health: Systematic Review

Simon Woll, Dennis Birkenmaier, Gergely Biri, Rebecca Nissen, Luisa Lutz, Marc Schroth, Ulrich W Ebner-Priemer, Marco Giurgiu

JMIR Mhealth Uhealth 2025 (Mar 06); 13:e59660

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Participant Compliance With Ecological Momentary Assessment in Movement Behavior Research Among Adolescents and Emerging Adults: Systematic Review

Shirlene Wang, Chih-Hsiang Yang, Denver Brown, Alan Cheng, Matthew Y W Kwan

JMIR Mhealth Uhealth 2025 (Feb 11); 13:e52887

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The Use of Artificial Intelligence and Wearable Inertial Measurement Units in Medicine: Systematic Review

Ricardo Smits Serena, Florian Hinterwimmer, Rainer Burgkart, Rudiger von Eisenhart-Rothe, Daniel Rueckert

JMIR Mhealth Uhealth 2025 (Jan 29); 13:e60521

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Tracking Upper Limb Motion via Wearable Solutions: Systematic Review of Research From 2011 to 2023

Eirini Karoulla, Maria Matsangidou, Fotos Frangoudes, Panayiotis Paspalides, Kleanthis Neokleous, Constantinos S Pattichis

J Med Internet Res 2024 (Dec 23); 26:e51994

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Qualitative Evaluation of mHealth Implementation for Infectious Disease Care in Low- and Middle-Income Countries: Narrative Review

Josephine Greenall-Ota, H Manisha Yapa, Greg J Fox, Joel Negin

JMIR Mhealth Uhealth 2024 (Dec 13); 12:e55189

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Effectiveness and Acceptability of Asynchronous Digital Health in Asthma Care: Mixed Methods Systematic Review

Nazim Uzzaman, Victoria Hammersley, Kirstie McClatchey, Jessica Sheringham, Diksha Singh, GM Monsur Habib, Hilary Pinnock

J Med Internet Res 2024 (Dec 03); 26:e57708

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The Role of Smartwatch Technology in the Provision of Care for Type 1 or 2 Diabetes Mellitus or Gestational Diabetes: Systematic Review

Sergio Diez Alvarez, Antoni Fellas, Katie Wynne, Derek Santos, Dean Sculley, Shamasunder Acharya, Pooshan Navathe, Xavier Gironès, Andrea Coda

JMIR Mhealth Uhealth 2024 (Dec 03); 12:e54826

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Investigating the Effectiveness of Technology-Based Distal Interventions for Postpartum Depression and Anxiety: Systematic Review and Meta-Analysis

Sarah P Brocklehurst, Alyssa R Morse, Tegan Cruwys, Philip J Batterham, Liana Leach, Alysia M Robertson, Aseel Sahib, Colette T Burke, Jessica Nguyen, Alison L Calear

J Med Internet Res 2024 (Nov 19); 26:e53236

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Mobile Apps for the Personal Safety of At-Risk Children and Youth: Scoping Review

Camille Bowen-Forbes, Tilovatul Khondaker, Tania Stafinski, Maliheh Hadizadeh, Devidas Menon

JMIR Mhealth Uhealth 2024 (Nov 05); 12:e58127

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The Relation Between Passively Collected GPS Mobility Metrics and Depressive Symptoms: Systematic Review and Meta-Analysis

Yannik Terhorst, Johannes Knauer, Paula Philippi, Harald Baumeister

J Med Internet Res 2024 (Nov 01); 26:e51875

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Sensors for Smoking Detection in Epidemiological Research: Scoping Review

Giuliana Favara, Martina Barchitta, Andrea Maugeri, Roberta Magnano San Lio, Antonella Agodi

JMIR Mhealth Uhealth 2024 (Oct 30); 12:e52383

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Usability Assessment Methods for Mobile Apps for Physical Rehabilitation: Umbrella Review

Sylvia Hach, Gemma Alder, Verna Stavric, Denise Taylor, Nada Signal

JMIR Mhealth Uhealth 2024 (Oct 04); 12:e49449

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Data Preprocessing Techniques for AI and Machine Learning Readiness: Scoping Review of Wearable Sensor Data in Cancer Care

Bengie L Ortiz, Vibhuti Gupta, Rajnish Kumar, Aditya Jalin, Xiao Cao, Charles Ziegenbein, Ashutosh Singhal, Muneesh Tewari, Sung Won Choi

JMIR Mhealth Uhealth 2024 (Sep 27); 12:e59587

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Evaluating the Adoption of mHealth Technologies by Community Health Workers to Improve the Use of Maternal Health Services in Sub-Saharan Africa: Systematic Review

Chiyembekezo Kachimanga, Haules Robbins Zaniku, Titus Henry Divala, Johannes C.F Ket, Joia S Mukherjee, Daniel Palazuelos, Alexandra V Kulinkina, Ibukun-Oluwa Omolade Abejirinde, Thomas van den Akker

JMIR Mhealth Uhealth 2024 (Sep 24); 12:e55819

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The Use of Noncommercial Parent-Focused mHealth Interventions for Behavioral Problems in Youth: Systematic Review

Katherine I Magnuson, Kexin Li, Grace Beuley, Stacy R Ryan-Pettes

JMIR Mhealth Uhealth 2024 (Sep 24); 12:e51273

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Real-World Accuracy of Wearable Activity Trackers for Detecting Medical Conditions: Systematic Review and Meta-Analysis

Ben Singh, Sebastien Chastin, Aaron Miatke, Rachel Curtis, Dorothea Dumuid, Jacinta Brinsley, Ty Ferguson, Kimberley Szeto, Catherine Simpson, Emily Eglitis, Iris Willems, Carol Maher

JMIR Mhealth Uhealth 2024 (Aug 30); 12:e56972

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Using mHealth Technologies for Case Finding in Tuberculosis and Other Infectious Diseases in Africa: Systematic Review

Don Lawrence Mudzengi, Herbert Chomutare, Jeniffer Nagudi, Thobani Ntshiqa, J Lucian Davis, Salome Charalambous, Kavindhran Velen

JMIR Mhealth Uhealth 2024 (Aug 26); 12:e53211

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Current Status of Barriers to mHealth Access Among Patients With Stroke and Steps Toward the Digital Health Era: Systematic Review

Atsadaporn Niyomyart, Suebsarn Ruksakulpiwat, Chitchanok Benjasirisan, Lalipat Phianhasin, Kabtamu Nigussie, Sutthinee Thorngthip, Gazi Shamita, Jai Thampakkul, Lidya Begashaw

JMIR Mhealth Uhealth 2024 (Aug 22); 12:e54511

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Development and Use of Mobile Messaging for Individuals With Musculoskeletal Pain Conditions: Scoping Review

Nigel Armfield, Rachel Elphinston, Jenna Liimatainen, Simone Scotti Requena, Chloe-Emily Eather, Sisira Edirippulige, Carrie Ritchie, Sarah Robins, Michele Sterling

JMIR Mhealth Uhealth 2024 (Aug 14); 12:e55625

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