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

Digital Health Reviews (1479) Engagement with and Adherence to Digital Health Interventions, Law of Attrition (531) Mobile Health (mhealth) (3122) mHealth for Symptom and Disease Monitoring, Chronic Disease Management (1544)

Published on in Vol 24, No 5 (2022): May

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/35371, first published .
Factors Influencing Adherence to mHealth Apps for Prevention or Management of Noncommunicable Diseases: Systematic Review

Factors Influencing Adherence to mHealth Apps for Prevention or Management of Noncommunicable Diseases: Systematic Review

Factors Influencing Adherence to mHealth Apps for Prevention or Management of Noncommunicable Diseases: Systematic Review

Authors of this article:

Robert Jakob1 Author Orcid Image ;   Samira Harperink2 Author Orcid Image ;   Aaron Maria Rudolf2 Author Orcid Image ;   Elgar Fleisch1, 2, 3 Author Orcid Image ;   Severin Haug4 Author Orcid Image ;   Jacqueline Louise Mair3, 5 Author Orcid Image ;   Alicia Salamanca-Sanabria3 Author Orcid Image ;   Tobias Kowatsch1, 2, 3 Author Orcid Image
Article Authors Cited by (166) Tweetations (40) Metrics

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  98. Suffoletto B, Kim D, Toth C, Mayer W, Glaister S, Cinkowski C, Ashenburg N, Lin M, Losak M. Feasibility of Measuring Smartphone Accelerometry Data During a Weekly Instrumented Timed Up-and-Go Test After Emergency Department Discharge: Prospective Observational Cohort Study. JMIR Aging 2024;7:e57601 View
  99. Golsong K, Kaufmann L, Baldofski S, Kohls E, Rummel-Kluge C. Acceptability, User Satisfaction, and Feasibility of an App-Based Support Service During the COVID-19 Pandemic in a Psychiatric Outpatient Setting: Prospective Longitudinal Observational Study. JMIR Formative Research 2024;8:e60461 View
  100. Moretti F, Bortolini T, Hartle L, Moll J, Mattos P, Furtado D, Fontenelle L, Fischer R. Engagement challenges in digital mental health programs: hybrid approaches and user retention of an online self-knowledge journey in Brazil. Frontiers in Digital Health 2024;6 View
  101. Patra E, Kokkinopoulou A, Wilson-Barnes S, Hart K, Gymnopoulos L, Tsatsou D, Solachidis V, Dimitropoulos K, Rouskas K, Argiriou A, Lalama E, Csanalosi M, Pfeiffer A, Cornelissen V, Decorte E, Dias S, Oikonomidis Y, María Botana J, Leoni R, Russell D, Mantovani E, Aleksić M, Brkić B, Hassapidou M, Pagkalos I. Personal Goals, User Engagement, and Meal Adherence within a Personalised AI-Based Mobile Application for Nutrition and Physical Activity. Life 2024;14(10):1238 View
  102. Okamoto M, Saito Y, Nakamura S, Nagasawa M, Shibuya M, Nagasaka G, Narimatsu H. Smartphone-Based Digital Peer Support for a Walking Intervention Among Public Officers in Kanagawa Prefecture: Single-Arm Pre- and Postintervention Evaluation. JMIR Formative Research 2024;8:e53759 View
  103. Israel A, van Lenthe F, Beenackers M. A preventive integrated eHealth approach for individuals with a low socioeconomic position: protocol for a realist evaluation. BMC Public Health 2024;24(1) View
  104. Skeens M, Jackson D, Sutherland-Foggio M, Sezgin E. mHealth Apps in the Digital Marketplace for Pediatric Patients With Cancer: Systematic Search and Analysis. JMIR Pediatrics and Parenting 2024;7:e58101 View
  105. Perez-Gonzalez S, Fernandez-Alvarez M, Gutierrez-Iglesias N, Díaz-Molina B, Alonso-Fernandez V, Martin-Payo R. iCardioMonitor Digital Monitoring System for People with Heart Failure: Development and Evaluation of Its Accessibility and Usability. Healthcare 2024;12(19):1986 View
  106. Jovičić S. Analysis of total RNA as a potential biomarker of developmental neurotoxicity in silico. Health Informatics Journal 2024;30(4) View
  107. Tayon K, Carlisle A, Taylor B, Cornwell W, Shapiro B, Thomas R, Dineen E. App-Timizing Cardiac Rehabilitation: Enhancing Patient Engagement with Mobile Health Applications. Current Cardiovascular Risk Reports 2024;18(12):197 View
  108. Stocker A, Navarro N, Schmitt L, Delagnes M, Doualle A, Mallard V, Entajan F, Guivarc’h K, Masse P, Chaigneau L, Bonneau B, Lapeyre-Mestre M, Arbus C, Yrondi A, Salles J. Acceptability of “DIDE”, a mobile application designed at facilitating care adherence of patients with substance use disorder. Addiction Science & Clinical Practice 2024;19(1) View
  109. Abe M, Hirata T, Morito N, Kawashima M, Yoshida S, Takami Y, Fujimoto T, Kawasoe S, Shibukawa T, Segawa H, Yamanokuchi T, Ishida S, Takahashi K, Tada K, Kato Y, Sakima A, Arima H. Smartphone application-based intervention to lower blood pressure: a systematic review and meta-analysis. Hypertension Research 2025;48(2):492 View
  110. Tak Y, Park Y, Baek S, Lee J, Chung S, Lee Y. Exploring Long-Term Determinants and Attitudes Toward Smartphone-Based Commercial Health Care Applications Among Patients With Cancer. JCO Clinical Cancer Informatics 2024;(8) View
  111. Yin R, Martinengo L, Smith H, Subramaniam M, Griva K, Tudor Car L. The views and experiences of older adults regarding digital mental health interventions: a systematic review of qualitative studies. The Lancet Healthy Longevity 2024;5(11):100638 View
  112. Yang H, Kim H. Family-based mobile application needs in childhood obesity management in South Korea: a qualitative study. Child Health Nursing Research 2024;30(4):298 View
  113. Skoglund G, Hilde G, Lunde P, Cruz Naceno V, Fromholt Olsen C, Blakstad Nilsson B. Mobile Phone App to Promote Lifestyle Change in People at Risk of Type 2 Diabetes: Feasibility 3-Arm Randomized Controlled Trial. JMIR Formative Research 2025;9:e63737 View
  114. Ilan Y. The Co-Piloting Model for Using Artificial Intelligence Systems in Medicine: Implementing the Constrained-Disorder-Principle-Based Second-Generation System. Bioengineering 2024;11(11):1111 View
  115. Castro O, Salamanca-Sanabria A, Alattas A, Teepe G, Leidenberger K, Fleisch E, Tudor Car L, Muller-Riemenschneider F, Kowatsch T. Top-funded companies offering digital health interventions for the prevention and treatment of depression: a systematic market analysis. Archives of Public Health 2024;82(1) View
  116. Ekpezu A, Wiafe I, Oinas-Kukkonen H. Persuasive software features as antecedents to perceived compliance within physical activity behavior change support systems. Behaviour & Information Technology 2024:1 View
  117. Yang Y, Tavares J, Oliveira T. A New Research Model for Artificial Intelligence–Based Well-Being Chatbot Engagement: Survey Study. JMIR Human Factors 2024;11:e59908 View
  118. Sylla B, Ismaila O, Diallo G. Advancing Digital Health initiatives in developing regions: A Path to Universal Health Coverage (Preprint). Journal of Medical Internet Research 2024 View
  119. Blomqvist A, Bäck M, Klompstra L, Strömberg A, Jaarsma T. Testing the Recruitment Frequency, Implementation Fidelity, and Feasibility of Outcomes of the Heart Failure Activity Coach Study (HEALTHY): Pilot Randomized Controlled Trial. JMIR Formative Research 2025;9:e62910 View
  120. Katsaliaki K, Kumar S, Galetsi⁠ P. Patient and societal indicators for mHealth apps’ evaluation using Health Technology Assessment framework. Technovation 2025;140:103143 View
  121. Xu X, Zhang G, Xia Y, Xie H, Ding Z, Wang H, Ma Z, Sun T. Influencing Factors and Implementation Pathways of Adherence Behavior in Intelligent Personalized Exercise Prescription: Qualitative Study. JMIR mHealth and uHealth 2024;12:e59610 View
  122. Lopez-Alcalde J, Wieland L, Yan Y, Barth J, Khami M, Shivalli S, Lokker C, Rai H, Macharia P, Yun S, Lang E, Bwanika Naggirinya A, Campos-Asensio C, Ahmadian L, Witt C. Methodological Challenges in Randomized Controlled Trials of mHealth Interventions: Cross-Sectional Survey Study and Consensus-Based Recommendations. Journal of Medical Internet Research 2024;26:e53187 View
  123. Kidman P, Curtis R, Watson A, Maher C. When and Why Adults Abandon Lifestyle Behavior and Mental Health Mobile Apps: Scoping Review. Journal of Medical Internet Research 2024;26:e56897 View
  124. Lee S, Kim J, Kim H. Smartphone Application–Based Voice and Speech Training Program for Parkinson Disease: Feasibility and Satisfaction Study With a Preliminary Rater-Blinded Single-Arm Pretest and Posttest Design. Journal of Medical Internet Research 2025;27:e63166 View
  125. Janowski R, Cluver L, Shenderovich Y, Wamoyi J, Wambura M, Stern D, Clements L, Melendez-Torres G, Baerecke L, Ornellas A, Chetty A, Klapwijk J, Christine L, Mukabana A, Te Winkel E, Booij A, Mbosoli G, Lachman J. Optimizing Engagement With a Smartphone App to Prevent Violence Against Adolescents: Results From a Cluster Randomized Factorial Trial in Tanzania. Journal of Medical Internet Research 2025;27:e60102 View
  126. Ghaben S, Mat Ludin A, Mohamad Ali N, Singh D. User-centred design of ChestCare: mHealth app for pulmonary rehabilitation for patients with COPD; a mixed-methods sequential approach. DIGITAL HEALTH 2025;11 View
  127. Batterham M, Wakefield B. Evaluation of Intermittent Restricted Eating Using the Interval Weight Loss Online Platform in an Everyday Setting. Nutrients 2025;17(2):332 View
  128. Armelin J, da Silva M, Molina A, Ferreira S, de Paz V, Andrade L, Ansai J, Gomes G. Adherence to a telehealth program for older adults with dementia and their caregivers: A mixed-methods study. Geriatric Nursing 2025;62:13 View
  129. Ding Y, Cai X, Ou Y, Liang D, Guan Q, Zhong W, Lin X. The Burden of Diabetes in the Southeastern Coastal Region of China From 1990 to 2019 and Projections for 2030: A Systematic Analysis of the 2019 Global Burden of Disease Study. Diabetes/Metabolism Research and Reviews 2025;41(1) View
  130. Guertler D, Schmidt H, Neumann M, Brandt D, Dreißigacker A, Bläsing D, Möhring A, Meyer C, Bischof A, Bischof G, Sürig S, Rehbein F, Hohls L, Borgwardt S, Wurm S, Haug S, Rumpf H. App-Based Coaching to Prevent Addictive Behaviors in Vocational School Students: A Cluster Randomized Trial. Journal of Adolescent Health 2025;76(3):499 View
  131. Győrffy Z, Döbrössy B, Boros J, Girasek E. Unveiling the digital future: perspectives of Hungarian physicians under 35 years old on eHealth solutions. Frontiers in Digital Health 2025;6 View
  132. Raje A, Rozatkar A, Mehta U, Shrivastava R, Bondre A, Ahmad M, Malviya A, Sen Y, Tugnawat D, Bhan A, Modak T, Das N, Nagendra S, Lane E, Castillo J, Naslund J, Torous J, Choudhary S. Designing smartphone-based cognitive assessments for schizophrenia: Perspectives from a multisite study. Schizophrenia Research: Cognition 2025;40:100347 View
  133. Castro O, Mair J, Zheng S, Tan S, Jabir A, Yan X, Chakraborty B, Tai E, van Dam R, von Wangenheim F, Fleisch E, Griva K, Kowatsch T, Müller-Riemenschneider F. The LvL UP trial: Protocol for a sequential, multiple assignment, randomised controlled trial to assess the effectiveness of a blended mobile lifestyle intervention. Contemporary Clinical Trials 2025;150:107833 View
  134. Wright A, Holland J, Simpson I, Walker S, Bennett-Steele N, Weinman J. Selecting behaviour change techniques for asthma medication adherence apps: an evidence-based approach for developers (Preprint). JMIR mHealth and uHealth 2023 View
  135. Shen Y, Zheng J, Lin L, Hu L, Lu Z, Gao C. Diabetes apps cannot “stand alone”: A qualitative study of facilitators and barriers to the continued use of diabetes apps among type 2 diabetes. Health Informatics Journal 2025;31(1) View
  136. Coppens I, De Pessemier T, Martens L. Investigating different recommender algorithms in the domain of physical activity recommendations: a longitudinal between-subjects user study. User Modeling and User-Adapted Interaction 2025;35(1) View
  137. Kochashvili M, Guttoo P, Sezgin E, Pai A, Bajwa R, Landier W, Gerhardt C, Skeens M. Supporting Medication Adherence in Pediatric Hematopoietic Stem Cell Transplant Patients: A Mixed Methods Usability Study of the BMT4me© mHealth App (Preprint). JMIR Cancer 2024 View
  138. Rishaug T, Aas A, Henriksen A, Hartvigsen G, Birkeland K, Årsand E, Cheong, A. What are end-users’ needs and preferences for a comprehensive e-health program for type 2 diabetes? – A qualitative user preference study. PLOS ONE 2025;20(3):e0318876 View
  139. Hinojosa-Nogueira D, Navajas-Porras B, Pastoriza S, Delgado-Osorio A, Toledano-Marín Á, Rohn S, Rufián-Henares J, Quesada-Granados J. Dietary Behavioural Preferences of Spanish and German Adults and Their Translation to the Dietary Recommendations of a Personalised Nutrition App in the Framework of the Stance4Health Project. Nutrients 2025;17(5):912 View
  140. Sousa Basto P, Ferreira P. Mobile applications, physical activity, and health promotion. BMC Health Services Research 2025;25(1) View
  141. Lindgren H, Lindvall K, Richter-Sundberg L. Responsible design of an AI system for health behavior change—an ethics perspective on the participatory design process of the STAR-C digital coach. Frontiers in Digital Health 2025;7 View
  142. Choo J, Noh S, Shin Y. Evaluating feasibility and acceptability of the “My HeartHELP” mobile application for promoting heart-healthy lifestyle behaviors: Mixed methods study (Preprint). JMIR Formative Research 2024 View
  143. Bas-Sarmiento P, Julián-López C, Fernández-Gutiérrez M, Poza-Méndez M, Marín-Paz A. Gamified eHealth interventions for health promotion and disease prevention in children and adolescents: a scoping review. Humanities and Social Sciences Communications 2025;12(1) View
  144. Tandon P, Ismond K, Purdy G, Cruz C, Etruw E, Suderman K, Hyde A, Stickland M, Spence J, Lien D, Bhanji R, Prado C, Miguel-Cruz A, Joy A, Yaskina M, McNeely M. Acceptability and Effectiveness of a Fully Web-Based Nutrition and Exercise Program for Individuals With Chronic Disease During COVID-19: Randomized Controlled Trial. Journal of Medical Internet Research 2025;27:e57537 View
  145. Hagiwara Y, Adachi T, Kanai M, Shimizu K, Ishida S, Miki T. Interactive Effects of Weight Recording Frequency and the Volume of Chat Communication With Health Care Professionals on Weight Loss in mHealth Interventions for Noncommunicable Diseases: Retrospective Observational Study. Interactive Journal of Medical Research 2025;14:e65863 View
  146. Hurley L, O’Shea N, Power J, Sciamanna C, Tate D, Ayatollahi H. Measuring the influence of depressive symptoms on engagement, adherence, and weight loss in an eHealth intervention. PLOS Digital Health 2025;4(3):e0000766 View
  147. Sophasath M, Tremblay M, Hogue C, Dussault A, Brassard C, Vincent C, Rose C, Bémeur C. The use of technology platforms for nutrition education in cirrhosis: A cross-sectional study of patients’ acceptability and capabilities. Canadian Liver Journal 2025 View
  148. Mair J, Hashim J, Thai L, Tai E, Ryan J, Kowatsch T, Müller-Riemenschneider F, Edney S. Understanding and overcoming barriers to digital health adoption: a patient and public involvement study. Translational Behavioral Medicine 2025;15(1) View
  149. Haley J, Rhind D, Maidment D, Shayo F. Assessing the usability of Accessercise to increase physical activity in adults with physical disabilities: A qualitative think-aloud study. PLOS ONE 2025;20(4):e0321109 View
  150. Tsirozidis G, Kirk U, Zaggl M. Benefits for thee, not for me? mHealth engagement through the lens of privacy calculus theory and trust. Behaviour & Information Technology 2025:1 View
  151. Zhang Z, Sun S, Moradbakhti L, Hall A, Mougenot C, Chen J, Calvo R. Health Care Professionals' Engagement With Digital Mental Health Interventions in the United Kingdom and China: Mixed Methods Study on Engagement Factors and Design Implications. JMIR Mental Health 2025;12:e67190 View
  152. Ibrahim R, Yaas M, Hamarash M, Al-Mukhtar S, Abdulghani M, Al Mushhadany O. Adapting Cognitive Behavioral Therapy for Adolescents in Iraq via Mobile Apps: Qualitative Study of Usability and Outcomes. JMIR Pediatrics and Parenting 2025;8:e67137 View

Books/Policy Documents

  1. Keller R, Wangenheim F, Mair J, Kowatsch T. Digital Therapeutics for Mental Health and Addiction. View
  2. Kay-Lambkin F, Heinsch M, Sampson D. Digital Therapeutics for Mental Health and Addiction. View
  3. Malischnig D. Suchtbehandlung und Digitalisierung. View
  4. Scheibenbogen O, Jobst F. Suchtbehandlung und Digitalisierung. View
  5. Jat A, Grønli T. Mobile Web and Intelligent Information Systems. View
  6. J. Ghaben S, Fitri Mat Ludin A. A Comprehensive Overview of Telemedicine. View
  7. Kashefi A, Bosschaerts K, Murphy S, Van Hoecke S, Vanden Abeele M, De Marez L, Ongenae F, Conradie P. Human-Centered Design, Operation and Evaluation of Mobile Communications. View
  8. James L, Genga L, Montagne B, Hagenaars M, Van Gorp P. Entertainment Computing – ICEC 2024. View
  9. Ratul M, Yanoor Bristy T, Sayeed N, Islam A, Chaudhry B. HCI International 2024 – Late Breaking Papers. View