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

Wearables and MHealth Reviews (276) Innovations and Technology for Healthy Eating Education (425) Innovations and Technology for Physical Activity Education (756) Telehealth and Telemonitoring (1713) mHealth for Wellness, Behavior Change and Prevention (2922) Alcohol Abuse, Alcoholism Prevention and Recovery (303) Substance Abuse (428)

Published on in Vol 8, No 3 (2020): March

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/17046, first published .
Mobile Apps for Health Behavior Change in Physical Activity, Diet, Drug and Alcohol Use, and Mental Health: Systematic Review

Mobile Apps for Health Behavior Change in Physical Activity, Diet, Drug and Alcohol Use, and Mental Health: Systematic Review

Mobile Apps for Health Behavior Change in Physical Activity, Diet, Drug and Alcohol Use, and Mental Health: Systematic Review

Authors of this article:

Madison Milne-Ives1 Author Orcid Image ;   Ching Lam1 Author Orcid Image ;   Caroline De Cock1 Author Orcid Image ;   Michelle Helena Van Velthoven1 Author Orcid Image ;   Edward Meinert1, 2 Author Orcid Image
Article Authors Cited by (215) Tweetations (22) Metrics

Journals

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  111. Nagino K, Sung J, Midorikawa-Inomata A, Eguchi A, Fujimoto K, Okumura Y, Miura M, Yee A, Hurramhon S, Fujio K, Akasaki Y, Hirosawa K, Huang T, Ohno M, Morooka Y, Zou X, Kobayashi H, Inomata T. Clinical Utility of Smartphone Applications in Ophthalmology. Ophthalmology Science 2024;4(1):100342 View
  112. Liekefett L, Rumpf H, Bischof G. Akzeptanz und Nutzermotivation einer Digitalen Alkohol Nachsorge App (DANA) bei Rehabilitand:innen mit Alkoholgebrauchsstörungen. Suchttherapie 2023;24(03):144 View
  113. Almeida A, Ribeiro P, Rocha D, Castro L, Hermsdorff H. Ferramentas para promoção e avaliação da alimentação adequada e saudável desenvolvidas no Brasil: uma revisão de escopo. Ciência & Saúde Coletiva 2023;28(11):3231 View
  114. Raber M, Vazquez M, Khan S, Myneni S, Thompson D. Modern Home Cooking Practices, the Role of New Media, and Implications for Culinary Medicine: A Qualitative Study Among Mothers With Low Income. American Journal of Lifestyle Medicine 2023 View
  115. Lin X, Martinengo L, Jabir A, Ho A, Car J, Atun R, Tudor Car L. Scope, Characteristics, Behavior Change Techniques, and Quality of Conversational Agents for Mental Health and Well-Being: Systematic Assessment of Apps. Journal of Medical Internet Research 2023;25:e45984 View
  116. Eguchi A, Kawamura Y, Kawashima T, Ghaznavi C, Ishimura K, Kohsaka S, Matsuo S, Mizuno S, Sasaki Y, Takahashi A, Tanoue Y, Yoneoka D, Miyata H, Nomura S. The Efficacy of an mHealth App in Facilitating Weight Loss Among Japanese Fitness Center Members: Regression Analysis Study. JMIR Formative Research 2023;7:e48435 View
  117. Almeida A, Ribeiro P, Rocha D, Castro L, Hermsdorff H. Tools developed in Brazil for the promotion and assessment of adequate and healthy eating habits: A scoping review. Ciência & Saúde Coletiva 2023;28(11):3231 View
  118. Watanabe K, Okusa S, Sato M, Miura H, Morimoto M, Tsutsumi A. mHealth Intervention to Promote Physical Activity Among Employees Using a Deep Learning Model for Passive Monitoring of Depression and Anxiety: Single-Arm Feasibility Trial. JMIR Formative Research 2023;7:e51334 View
  119. LeBlanc M, LeBlanc T, Yang Q, McLaughlin J, Irish K, Smith S. A Mobile App to Support Self-Management in Patients with Multiple Myeloma or Chronic Lymphocytic Leukemia: Pilot Randomized Controlled Trial. JMIR Cancer 2023;9:e44533 View
  120. Lunde P, Skoglund G, Olsen C, Hilde G, Bong W, Nilsson B. Think Aloud Testing of a Smartphone App for Lifestyle Change Among Persons at Risk of Type 2 Diabetes: Usability Study. JMIR Human Factors 2023;10:e48950 View
  121. Bertholet N, Schmutz E, Studer J, Adam A, Gmel G, Cunningham J, McNeely J, Daeppen J. Effect of a smartphone intervention as a secondary prevention for use among university students with unhealthy alcohol use: randomised controlled trial. BMJ 2023:e073713 View
  122. Hietbrink E, Oude Nijeweme-d’Hollosy W, Middelweerd A, Konijnendijk A, Schrijver L, ten Voorde A, Fokkema E, Laverman G, Vollenbroek-Hutten M. A Digital Coach (E-Supporter 1.0) to Support Physical Activity and a Healthy Diet in People With Type 2 Diabetes: Acceptability and Limited Efficacy Testing. JMIR Formative Research 2023;7:e45294 View
  123. Marin-Farrona M, Wipfli B, Thosar S, García-Unanue J, Gallardo L, Felipe J, López-Fernández J. UCLMuevete: Increasing the amount of physical activity, work-ability, and cardiorespiratory fitness capacity in university workers through active breaks. Work 2024;77(1):263 View
  124. Mair J, Salamanca-Sanabria A, Augsburger M, Frese B, Abend S, Jakob R, Kowatsch T, Haug S. Effective Behavior Change Techniques in Digital Health Interventions for the Prevention or Management of Noncommunicable Diseases: An Umbrella Review. Annals of Behavioral Medicine 2023;57(10):817 View
  125. Scherenberg V. Psychische Gesundheit via Mood-Tracking?. Public Health Forum 2023;31(3):234 View
  126. Mahmoodi Kahriz B, Snuggs S, Sah A, Clot S, Lamport D, Forrest J, Helme-Guizon A, Wilhelm M, Caldara C, Anin C, Vogt J. Unveiling Consumer Preferences and Intentions for Cocreated Features of a Combined Diet and Physical Activity App: Cross-Sectional Study in 4 European Countries. JMIR Human Factors 2023;10:e44993 View
  127. Schaafsma H, Jantzi H, Seabrook J, McEachern L, Burke S, Irwin J, Gilliland J. The impact of smartphone app–based interventions on adolescents’ dietary intake: a systematic review and evaluation of equity factor reporting in intervention studies. Nutrition Reviews 2024;82(4):467 View
  128. Fujio K, Nagino K, Huang T, Sung J, Akasaki Y, Okumura Y, Midorikawa-Inomata A, Fujimoto K, Eguchi A, Miura M, Hurramhon S, Yee A, Hirosawa K, Ohno M, Morooka Y, Murakami A, Kobayashi H, Inomata T. Clinical utility of maximum blink interval measured by smartphone application DryEyeRhythm to support dry eye disease diagnosis. Scientific Reports 2023;13(1) View
  129. Albornoz-Guerrero J, Barceló O, García-Merino S, García-Pérez-de-Sevilla G, Cigarroa I, Zapata-Lamana R. Protocol Study: Resistance Training Program, Nutritional, Sleep, and Screen Use Recommendations in Schoolchildren from Educational Centers in the Extreme South of Chile. Methods and Protocols 2023;6(5):74 View
  130. Boedt T, Dancet E, De Neubourg D, Vereeck S, Jan S, Van der Gucht K, Van Calster B, Spiessens C, Lie Fong S, Matthys C. A blended preconception lifestyle programme for couples undergoing IVF: lessons learned from a multicentre randomized controlled trial. Human Reproduction Open 2023;2023(4) View
  131. Mota J, Lopes L, Trottier C, Johnson S, Lieffers J, Prado C. A Randomized Controlled Trial of the Effects of a Web-Based Intervention on Perceived Stress and Diet Quality Among First-Year University Students. Telemedicine Reports 2023;4(1):327 View
  132. Isański J, Kupiński S, Leszkowicz M, Andrzejewski W, Bykowski A. Outdoor fitness activity under COVID-19 restrictions. Wearable devices, images, and posts as sources of information on users. Człowiek i Społeczeństwo 2023;55:115 View
  133. Berbeka J, Borodako K, Rudnicki M, Łapczyński M. The role of mobile fitness applications in student leisure activities. Journal of Leisure Research 2023;54(5):519 View
  134. Beckie T, Sengupta A, Dey A, Dutta K, Ji M, Chellappan S. A Mobile Health Behavior Change Intervention for Women With Coronary Heart Disease. Journal of Cardiopulmonary Rehabilitation and Prevention 2024;44(1):40 View
  135. Mishra S, Dempsey W, Klasnja P. A Text Messaging Intervention for Priming the Affective Rewards of Exercise in Adults: Protocol for a Microrandomized Trial. JMIR Research Protocols 2023;12:e46560 View
  136. Milne-Ives M, Homer S, Andrade J, Meinert E. Potential associations between behavior change techniques and engagement with mobile health apps: a systematic review. Frontiers in Psychology 2023;14 View
  137. Pedersen K, Schlichter B. Improving Predictability and Effectiveness in Preventive Digital Health Interventions: Scoping Review. Interactive Journal of Medical Research 2023;12:e40205 View
  138. Bonn S, Hult M, Spetz K, Eke H, Andersson E, Wirén M, Löf M, Trolle Lagerros Y. Effect of a Smartphone Application on Physical Activity and Weight Loss After Bariatric Surgery—Results from a Randomized Controlled Trial. Obesity Surgery 2023;33(9):2841 View
  139. Erande P, Ray Mohanty I, Rai S. Development and user acceptability testing of healthy heart mobile application – a tool for cardiovascular risk modification among patients with type 2 diabetes mellitus. Journal of Basic and Clinical Physiology and Pharmacology 2023;34(6):773 View
  140. da Costa L, Aguilar G, dos Santos L, Lemos Costa W, de Castro Barros Donato D, Foresto F, Bollela V, de Oliveira A. My Quarantine Diary: A Tool for Self-care and Learning about COVID-19. Coronaviruses 2023;4(2) View
  141. Liu C, Wang W, Gao G, Agarwal R. The Value of Virtual Engagement: Evidence from a Running Platform. Management Science 2023 View
  142. Grayek E, Krishnamurti T, Hu L, Babich O, Warren K, Fischhoff B. Collection and Analysis of Adherence Information for Software as a Medical Device Clinical Trials: Systematic Review. JMIR mHealth and uHealth 2023;11:e46237 View
  143. Rogers I, Grice-Jackson T, Ford E, Howat J, Salimkumar R, Frere-Smith K, O’Connor N, Bastiaens H, van Marwijk H, Ayatollahi H. The Healthy Hearts Project: Development and evaluation of a website for cardiovascular risk assessment and visualisation and self-management through healthy lifestyle goal-setting. PLOS Digital Health 2023;2(11):e0000395 View
  144. Shay A. Telehealth in CNS Education. Clinical Nurse Specialist 2024;38(1):53 View
  145. Hyży A, Jaworski M, Cieślak I, Gotlib-Małkowska J, Panczyk M. Improving Eating Habits at the Office: An Umbrella Review of Nutritional Interventions. Nutrients 2023;15(24):5072 View
  146. Sedotto R, Edwards A, Dulin P, King D. Engagement with mHealth Alcohol Interventions: User Perspectives on an App or Chatbot-Delivered Program to Reduce Drinking. Healthcare 2024;12(1):101 View
  147. 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
  148. Seid A, Fufa D, Bitew Z. The use of internet-based smartphone apps consistently improved consumers' healthy eating behaviors: a systematic review of randomized controlled trials. Frontiers in Digital Health 2024;6 View
  149. Zhu D, Al Mahmud A, Liu W. Examining behaviour change techniques (BCTs) in technology-based interventions for enhancing social participation in people with mild cognitive impairment (MCI) or dementia: a scoping review protocol. BMJ Open 2024;14(2):e078188 View
  150. Ju Q, Xiao H, Peng H, Gan Y. How to Improve People’s Intentions Regarding COVID-19 Vaccination in China: A Randomized Controlled Trial. International Journal of Behavioral Medicine 2024 View
  151. Schweitzer R, Schlögl S, Schweitzer M. Technology-Supported Behavior Change—Applying Design Thinking to mHealth Application Development. European Journal of Investigation in Health, Psychology and Education 2024;14(3):584 View
  152. WATANABE K. Promoting Physical Activity Among Workers for Better Mental Health: An mHealth Intervention With Deep Learning. Journal of UOEH 2024;46(1):119 View
  153. Liu Z, Liao Y, Hwang C, Rethorst C, Zhang X. Associations of online health information seeking with health behaviors of cancer survivors. DIGITAL HEALTH 2024;10 View
  154. Cruz-Cobo C, Bernal-Jiménez M, Calle-Pérez G, Gheorghe L, Gutiérrez-Barrios A, Cañadas-Pruaño D, Rodríguez-Martín A, Tur J, Vázquez-García R, Santi-Cano M. Impact of mHealth application on adherence to cardiac rehabilitation guidelines after a coronary event: Randomised controlled clinical trial protocol. DIGITAL HEALTH 2024;10 View
  155. McKay F, Chan L, Cerio R, Rickards S, Hastings P, Reakes K, O'Brien T, Dunn M. Assessing the Quality and Behavior Change Potential of Vaping Cessation Apps: Systematic Search and Assessment. JMIR mHealth and uHealth 2024;12:e55177 View
  156. Milne-Ives M, Rahman E, Bradwell H, Baines R, Boey T, Potter A, Lawrence W, Helena van Velthoven M, Meinert E, Ayatollahi H. Barriers and facilitators to parents’ engagement with and perceived impact of a childhood obesity app: A mixed-methods study. PLOS Digital Health 2024;3(3):e0000481 View
  157. Tarricone R, Petracca F, Svae L, Cucciniello M, Ciani O. Which behaviour change techniques work best for diabetes self-management mobile apps? Results from a systematic review and meta-analysis of randomised controlled trials. eBioMedicine 2024;103:105091 View
  158. Zeng H, Miao C, Wang R, Zhao W, Wang W, Liu Y, Wei S, Liu A, Jia H, Li G, Zhou J, Chen X, Tian Q. Influence of comorbidity of chronic diseases on basic activities of daily living among older adults in China: a propensity score-matched study. Frontiers in Public Health 2024;12 View
  159. Chen Y, Woodward J, Shankar M, Bista D, Ugwoaba U, Brockmann A, Ross K, Ruiz J, Anthony L. MyTrack+: Human-centered design of an mHealth app to support long-term weight loss maintenance. Frontiers in Digital Health 2024;6 View
  160. Barati Sedeh Z, Mohammadian Behnami M, Nakhaee N. Couple Relationship Education Through mHealth: A Two-Year Follow-Up Quasi-Experimental Study. The American Journal of Family Therapy 2024:1 View
  161. Ghali H, El Hraiech A, Ben Souda H, Karray M, Pavy B, Zedini C, Çalık E. Therapeutic education of patients with coronary heart disease: Impact of digital platform monitoring in preventing major cardiovascular events in Tunisia: Study protocol. PLOS ONE 2024;19(4):e0300250 View
  162. Lam L, Lam M. A Web-Based and Mobile Intervention Program Using a Spaced Education Approach for Workplace Mental Health Literacy: Cluster Randomized Controlled Trial. JMIR Mental Health 2024;11:e51791 View
  163. Tong L, Li Y, Liu Y, Zheng M, Fu G, Au M. Social determinants of health and their relation to suboptimal health status in the context of 3PM: a latent profile analysis. EPMA Journal 2024;15(2):221 View
  164. Peleg M, Veggiotti N, Sacchi L, Wilk S. How can we reward you? A compliance and reward ontology (CaRO) for eliciting quantitative reward rules for engagement in mHealth app and healthy behaviors. Journal of Biomedical Informatics 2024;154:104655 View
  165. Fosgaard T, Pizzo A, Sadoff S. Do People Respond to the Climate Impact of their Behavior? The Effect of Carbon Footprint Information on Grocery Purchases. Environmental and Resource Economics 2024;87(7):1847 View
  166. McNulty C, Holland J, McDonald C, McGee M. The impact of an AI-driven personal health platform on cardiovascular disease risk. Smart Health 2024;33:100499 View
  167. Nguyen A, Yu F, Park L, Fukuoka Y, Wong C, Gildengorin G, Nguyen T, Tsoh J, Jih J. An App-Based Physical Activity Intervention in Community-Dwelling Chinese-, Tagalog-, and Vietnamese-Speaking Americans: Single-Arm Intervention Study. JMIR Formative Research 2024;8:e56373 View
  168. Löthberg M, Wirström E, Meyer J, Girdler S, Bölte S, Jonsson U. ‘If I Don’t Have My Support Worker in the Room…’: A Multi-perspective Mixed Methods Study of Remote Daily Living Support for Neurodivergent Young Adults. Journal of Autism and Developmental Disorders 2024 View
  169. Agyei E, Ekpezu A, Oinas-Kukkonen H. Persuasive Systems Design Trends in Coronary Heart Disease Management: Scoping Review of Randomized Controlled Trials. JMIR Cardio 2024;8:e49515 View
  170. Park N, Jang S. Effects of mHealth Practice Patterns on Improving Metabolic Syndrome Using the Information–Motivation–Behavioral Skills Model. Nutrients 2024;16(13):2099 View
  171. Qin Z, Ng S, Wu W, Zhang S. What Chinese Women Seek in Mental Health Apps: Insights from Analyzing Xiaohongshu User Posts during the COVID-19 Pandemic. Healthcare 2024;12(13):1297 View
  172. Erande P, Ray Mohanty I, Rai S. User Acceptability Testing of Mobile Application in Indian Local Languages for Cardiovascular Risk Stratification and Modification among Patients with Type 2 Diabetes. International Journal of Innovative Science and Research Technology (IJISRT) 2024:1934 View
  173. Zheng X, Li W. Association between fitness technology use and physical activity mediated by communication behaviors on social media. DIGITAL HEALTH 2024;10 View
  174. Coll F, Grigoletto I, Cavalheri V, Smith J, Claxton S, Wulff S, Hill K. Exploring Smartphone App Use in Older Adults with a Chronic Respiratory Disease: The biggest Problem I have Is I Don’t Understand My Phone At All. Respiration 2024;103(9):535 View
  175. Alkhuzaimi F, Rainey D, Wilson C, Bloomfield J. The impact of mobile health interventions on service users’ health outcomes and the role of health professions: a systematic review of systematic reviews—protocol. Systematic Reviews 2024;13(1) View
  176. Carfora V, Festa S, Pompili S, Azzena I, Guidetti M, Scaglioni G, Carraro L, Lenzi M, Scatolon A, Cavazza N, Catellani P. Regulatory Fit to Enhance User Engagement with an App Promoting Healthy and Sustainable Eating. An Experimental Study to Match Regulatory Concern and Anticipated Emotions. Sustainability 2024;16(15):6388 View
  177. Średnicka-Tober D, Góralska-Walczak R, Kopczyńska K, Kazimierczak R, Oczkowski M, Strassner C, Elsner F, Matthiessen L, Bruun T, Philippi Rosane B, Zanasi C, Van Vliet M, Dragsted L, Husain S, Damsgaard C, Lairon D, Kesse-Guyot E, Baudry J, Leclercq C, Stefanovic L, Welch A, Bügel S. Identifying Future Study Designs and Indicators for Somatic Health Associated with Diets of Cohorts Living in Eco-Regions: Findings from the INSUM Expert Workshop. Nutrients 2024;16(15):2528 View
  178. Ko J, Wang J, Mbue N, Schembre S, Cron S. Effect of the Implementation of a Multiple-Behavior Self-Monitoring Intervention on Dietary Intake in Type 2 Diabetes: Secondary Data Analysis. JMIR Formative Research 2024;8:e49589 View
  179. Tong L, Au M, Zheng M, Liu Y, Fu G, Li Y. Health behavior inventory – short form: a Chinese validation study using classical test theory and item response theory. BMC Public Health 2024;24(1) View
  180. Zhang M, Li X. Maintaining healthy lifestyle through fitness app use: A parallel mediation model from a nationwide survey. DIGITAL HEALTH 2024;10 View
  181. Rushender R, Logaraj M, Krishnamoorthy Y. Effectiveness of mobile phone applications for tobacco cessation: An umbrella review. Drug and Alcohol Dependence 2024;263:112425 View
  182. Ranjani H, Nitika S, Hariharan R, Charumeena H, Oliver N, Pradeepa R, Chambers J, Unnikrishnan R, Mohan V, Avari P, Anjana R. Systematic Review and Scientific Rating of Commercial Apps Available in India for Diabetes Prevention. Journal of Diabetology 2021;12(3):285 View
  183. Kheirdoust A, Mazaheri Habibi M, Nematy M, Jafarzadeh Esfahani A, Ghaddaripour K, Eslami S. Design and Usability Evaluation of a Self-Care Application for Non-Alcoholic Fatty Liver Disease Patients with Overweight: Approach Leveraging Behavior Change Techniques (Preprint). JMIR Human Factors 2023 View
  184. Asgari Mehrabadi M, Khatibi E, Jimah T, Labbaf S, Borg H, Narvaez L, Pimentel P, Turner A, Dutt N, Guo Y, Rahmani A. PERFECT: Personalized Exercise Recommendation Framework and architECTure. ACM Transactions on Computing for Healthcare 2024;5(4):1 View
  185. INOMATA T, SUNG J, OKUMURA Y, NAGINO K, MIDORIKAWA-INOMATA A, EGUCHI A, HIROSAWA K, AKASAKI Y, HUANG T, MOROOKA Y, KOBAYASHI H, NAKAO S. A Medical Paradigm Shift in Society 5.0: Implementation of a Smartphone App-based Dry Eye Diagnosis Assistance Software as a Medical Device. Juntendo Medical Journal 2024;70(5):332 View
  186. Estevam F, Machado A, Azevedo C, Izidoro L, Anjos F, Oliveira H, Carvalho S, Mata L. Mobile health application for the treatment of urinary incontinence after radical prostatectomy: development and quality analysis. Revista da Escola de Enfermagem da USP 2024;58 View
  187. Sugiarto M, Jabbour V, Uebel K, Agaliotis M, Clifford B, Chin M, Harris M, Caperchione C, Vuong K. Promoting physical activity among cancer survivors through general practice: a realist review. Family Practice 2024 View
  188. Estevam F, Machado A, Azevedo C, Izidoro L, Anjos F, Oliveira H, Carvalho S, Mata L. Aplicativo mobile health para tratamento da incontinência urinária pós-prostatectomia radical: desenvolvimento e análise de qualidade. Revista da Escola de Enfermagem da USP 2024;58 View
  189. Dias S, Jelinek H, Hadjileontiadis L, Saikia M. Wearable neurofeedback acceptance model for students’ stress and anxiety management in academic settings. PLOS ONE 2024;19(10):e0304932 View
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Books/Policy Documents

  1. Ofori M, El-Gayar O. Optimizing Health Monitoring Systems With Wireless Technology. View
  2. Ulmer T, Baldauf M. Human-Computer Interaction. User Experience and Behavior. View
  3. Carlier S, Braun M, De Paepe A, Crombez G, De Backere F, De Turck F. Pervasive Computing Technologies for Healthcare. View
  4. Keshavjee K, Johnston-Jewell D, Lee B, Kyba R. Smart and Pervasive Healthcare. View
  5. Sim I, Sirota M. Intelligent Systems in Medicine and Health. View
  6. Avignon A. Les Obésités. View
  7. Lloyd N, Khuman A. Artificial Intelligence in Healthcare. View
  8. Miranda R. Handbook of Evidence-Based Day Treatment Programs for Children and Adolescents. View
  9. Lippke S. Digitale Gesundheitsinterventionen. View
  10. Vinogradov M, Chang M, Lin F, Yan Y. ICT for Health, Accessibility and Wellbeing. View
  11. Brucker-Kley E, Michot J, Keller T, Scherer C, Segerer S. Extended Reality. View
  12. Micklewright T. Digital Health. View