Published on in Vol 9, No 1 (2021): January

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/21563, first published .
Effectiveness of Mobile Apps to Promote Health and Manage Disease: Systematic Review and Meta-analysis of Randomized Controlled Trials

Effectiveness of Mobile Apps to Promote Health and Manage Disease: Systematic Review and Meta-analysis of Randomized Controlled Trials

Effectiveness of Mobile Apps to Promote Health and Manage Disease: Systematic Review and Meta-analysis of Randomized Controlled Trials

Journals

  1. Lambrecht A, Vuillerme N, Raab C, Simon D, Messner E, Hagen M, Bayat S, Kleyer A, Aubourg T, Schett G, Hueber A, Knitza J. Quality of a Supporting Mobile App for Rheumatic Patients: Patient-Based Assessment Using the User Version of the Mobile Application Scale (uMARS). Frontiers in Medicine 2021;8 View
  2. Istepanian R. Mobile Health (m-Health) in Retrospect: The Known Unknowns. International Journal of Environmental Research and Public Health 2022;19(7):3747 View
  3. Michalsen H, Wangberg S, Hartvigsen G, Henriksen A, Pettersen G, Jaccheri L, Jahnsen R, Thrane G, Arntzen C, Anke A. mHealth Support to Stimulate Physical Activity in Individuals With Intellectual Disability: Protocol for a Mixed Methods Pilot Study. JMIR Research Protocols 2022;11(9):e37849 View
  4. Koumpouros Y. User-Centric Design Methodology for mHealth Apps: The PainApp Paradigm for Chronic Pain. Technologies 2022;10(1):25 View
  5. Kavanagh M, Chiavaroli L, Glenn A, Heijmans G, Grant S, Chow C, Josse R, Malik V, Watson W, Lofters A, Holmes C, Rackal J, Srichaikul K, Sherifali D, Snelgrove-Clarke E, Udell J, Juni P, Booth G, Farkouh M, Leiter L, Kendall C, Jenkins D, Sievenpiper J. A Web-Based Health Application to Translate Nutrition Therapy for Cardiovascular Risk Reduction in Primary Care (PortfolioDiet.app): Quality Improvement and Usability Testing Study. JMIR Human Factors 2022;9(2):e34704 View
  6. Martin-Payo R, Carrasco-Santos S, Cuesta M, Stoyan S, Gonzalez-Mendez X, Fernandez-Alvarez M. Spanish adaptation and validation of the User Version of the Mobile Application Rating Scale (uMARS). Journal of the American Medical Informatics Association 2021;28(12):2681 View
  7. Lee Y, Huang L, Chen S, Shao J, Lai C, Yang N. Effects of Mobile Application Program (App)-Assisted Health Education on Preventive Behaviors and Cancer Literacy among Women with Cervical Intraepithelial Neoplasia. International Journal of Environmental Research and Public Health 2021;18(21):11603 View
  8. Naccache B, Mesquida L, Raynaud J, Revet A. Smartphone application for adolescents with anorexia nervosa: an initial acceptability and user experience evaluation. BMC Psychiatry 2021;21(1) View
  9. Lantzsch H, Eckhardt H, Campione A, Busse R, Henschke C. Digital health applications and the fast-track pathway to public health coverage in Germany: challenges and opportunities based on first results. BMC Health Services Research 2022;22(1) View
  10. Napolitano L, Cirillo L, Fusco G, Abate M, Falcone A, Morgera V, Cacace G, De Luca L, Reccia P, Mirone C, Crocetto F, Celentano G, Morra S, Barone B, Imbimbo C, Longo N, Mirone V, La Rocca R. Premature ejaculation in the era of mobile health application: A current analysis and evaluation of adherence to EAU guidelines. Archivio Italiano di Urologia e Andrologia 2022;94(3):328 View
  11. Moreno-Ligero M, Moral-Munoz J, Salazar A, Failde I. mHealth Intervention for Improving Pain, Quality of Life, and Functional Disability in Patients With Chronic Pain: Systematic Review. JMIR mHealth and uHealth 2023;11:e40844 View
  12. Jessen S, Mirkovic J, Halvorsen Brendmo E, Solberg Nes L. Evaluating a Strengths-Based mHealth Tool (MyStrengths): Explorative Feasibility Trial. JMIR Formative Research 2021;5(11):e30572 View
  13. Bosch-Frigola I, Coca-Villalba F, Pérez-Lacasta M, Carles-Lavila M. Diabetes mellitus and inequalities in the equipment and use of information technologies as a socioeconomic determinant of health in Spain. Frontiers in Public Health 2023;10 View
  14. Gatto A, Elliott T, Briganti J, Stamper M, Porter N, Brown A, Harden S, Cooper L, Dunsmore J. Development and Feasibility of an Online Brief Emotion Regulation Training (BERT) Program for Emerging Adults. Frontiers in Public Health 2022;10 View
  15. Tarantino N, Lartey M, Arnold T, Brown L, Kwara A, Guthrie K. Preferences for a Game-Based SMS Adherence Intervention Among Young People Living with HIV in Ghana: A Qualitative Study. AIDS and Behavior 2022;26(7):2169 View
  16. Hong C, Abrams L, Holloway I. Technology-Based Interventions to Promote the HIV Preexposure Prophylaxis (PrEP) Care Continuum: Protocol for a Systematic Review. JMIR Research Protocols 2022;11(3):e33045 View
  17. Huma Z, Struik L, Bottorff J, Hasan M. Preferences for Mobile-Supported e-Cigarette Cessation Interventions Among Young Adults: Qualitative Descriptive Study. JMIR Formative Research 2022;6(4):e33640 View
  18. Yamamoto K, Ito M, Sakata M, Koizumi S, Hashisako M, Sato M, Stoyanov S, Furukawa T. Japanese Version of the Mobile App Rating Scale (MARS): Development and Validation. JMIR mHealth and uHealth 2022;10(4):e33725 View
  19. Tarricone R, Petracca F, Cucciniello M, Ciani O. Recommendations for developing a lifecycle, multidimensional assessment framework for mobile medical apps. Health Economics 2022;31(S1):73 View
  20. Rodríguez-González P, Iglesias D, Fernandez-Rio J, Gao Z. Effectiveness of interventions using apps to improve physical activity, sedentary behavior and diet: An umbrella review. Complementary Therapies in Clinical Practice 2023;50:101711 View
  21. Cucciniello M, Petracca F, Ciani O, Tarricone R. Development features and study characteristics of mobile health apps in the management of chronic conditions: a systematic review of randomised trials. npj Digital Medicine 2021;4(1) View
  22. Peyroteo M, Ferreira I, Elvas L, Ferreira J, Lapão L. Remote Monitoring Systems for Patients With Chronic Diseases in Primary Health Care: Systematic Review. JMIR mHealth and uHealth 2021;9(12):e28285 View
  23. Nievas Soriano B, Uribe-Toril J, Ruiz-Real J, Parrón-Carreño T. Pediatric apps: what are they for? A scoping review. European Journal of Pediatrics 2022;181(4):1321 View
  24. Cingolani M, Scendoni R, Fedeli P, Cembrani F. Artificial intelligence and digital medicine for integrated home care services in Italy: Opportunities and limits. Frontiers in Public Health 2023;10 View
  25. Wileden L, Anthony D, Campos-Castillo C, Morenoff J. Resident Willingness to Participate in Digital Contact Tracing in a COVID-19 Hotspot: Findings From a Detroit Panel Study. JMIR Public Health and Surveillance 2023;9:e39002 View
  26. Deniz-Garcia A, Fabelo H, Rodriguez-Almeida A, Zamora-Zamorano G, Castro-Fernandez M, Alberiche Ruano M, Solvoll T, Granja C, Schopf T, Callico G, Soguero-Ruiz C, Wägner A. Quality, Usability, and Effectiveness of mHealth Apps and the Role of Artificial Intelligence: Current Scenario and Challenges. Journal of Medical Internet Research 2023;25:e44030 View
  27. McCurdy L, Loya J, Hart-Derrick V, Young G, Kiluk B, Potenza M. Smartphone Apps for Problem Gambling: a Review of Content and Quality. Current Addiction Reports 2023;10(2):178 View
  28. Blakeslee S, Vieler K, Horak I, Stritter W, Seifert G. Planting Seeds for the Future: Scoping Review of Child Health Promotion Apps for Parents. JMIR mHealth and uHealth 2023;11:e39929 View
  29. Guan V, Zhou C, Wan H, Zhou R, Zhang D, Zhang S, Yang W, Voutharoja B, Wang L, Win K, Wang P. A Novel Mobile App for Personalized Dietary Advice Leveraging Persuasive Technology, Computer Vision, and Cloud Computing: Development and Usability Study. JMIR Formative Research 2023;7:e46839 View
  30. Kim H. The protocol of DECO-MOM: a clinical trial testing the effectiveness of a mobile application for an environmental health intervention among pregnant women. BMC Medical Informatics and Decision Making 2023;23(1) View
  31. KIM D. Two Conflicting Aspects of Digital Health Technology: Public Safety and Individual Rights*. Korean Journal of Medical Ethics 2021;24(1):17 View
  32. Giebel G, Speckemeier C, Abels C, Plescher F, Börchers K, Wasem J, Blase N, Neusser S. Problems and Barriers Related to the Use of Digital Health Applications: Scoping Review. Journal of Medical Internet Research 2023;25:e43808 View
  33. Batista S, Cupertino A, Cupertino A, Botelho R, Pimentel J, Cartujano-Barrera F, Ginani V. Nutrition and Diet Apps: Brazilian Panorama before and during the COVID-19 Pandemic. Nutrients 2023;15(16):3606 View
  34. Oba T, Takano K, Katahira K, Kimura K. Use Patterns of Smartphone Apps and Wearable Devices Supporting Physical Activity and Exercise: Large-Scale Cross-Sectional Survey. JMIR mHealth and uHealth 2023;11:e49148 View
  35. Schunn F, El Shafie R, Kronsteiner D, Sauer L, Kudak A, Bougatf N, Oetzel D, Krämer A, Regnery S, Machmer T, Debus J, Nicolay N. Oncologic treatment support via a dedicated mobile app: a prospective feasibility evaluation (OPTIMISE-1). Strahlentherapie und Onkologie 2024;200(6):475 View
  36. Tsai S, Chou F. Developing and testing a prototype smartphone educational application to address incivility and bullying in nursing workplaces. Nurse Education Today 2023;130:105925 View
  37. Quach S, Michaelchuk W, Benoit A, Oliveira A, Packham T, Goldstein R, Brooks D. Mobile health applications for self-management in chronic lung disease: a systematic review. Network Modeling Analysis in Health Informatics and Bioinformatics 2023;12(1) View
  38. 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
  39. Roesler A, Butten K, Calyx C, Holmes-Truscott E, Taylor P. Use and Preferences of Health Apps among Women and Healthcare Professionals Regarding GDM Postpartum Care Related to Diet, Physical Activity, and Weight Management: A Cross-Sectional Survey. Nutrients 2023;15(15):3304 View
  40. Cox C, Kelleher S, Parish A, Olsen M, Bermejo S, Dempsey K, Jaggers J, Hough C, Moss M, Porter L. Feasibility of Mobile App-based Coping Skills Training for Cardiorespiratory Failure Survivors: The Blueprint Pilot Randomized Controlled Trial. Annals of the American Thoracic Society 2023;20(6):861 View
  41. Michalsen H, Henriksen A, Pettersen G, Hartvigsen G, Wangberg S, Thrane G, Jahnsen R, Anke A. Using mobile health to encourage physical activity in individuals with intellectual disability: a pilot mixed methods feasibility study. Frontiers in Rehabilitation Sciences 2023;4 View
  42. 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
  43. Abraham C, Borland R, McNeill I. The need for a personalized, core digital resource to facilitate health self-management. Preventive Medicine 2023;173:107569 View
  44. 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
  45. Kooij L, van Harten W. Strengthening the evidence base for mHealth in clinical practice: Conducting research with standalone or interoperable systems – a viewpoint. DIGITAL HEALTH 2023;9 View
  46. Willms A, Liu S. Exploring the Feasibility of Using ChatGPT to Create Just-in-Time Adaptive Physical Activity mHealth Intervention Content: Case Study. JMIR Medical Education 2024;10:e51426 View
  47. Sharma-Misra S, Maru M, Tomita A, Paruk S. Access and use of digital technology by patients with psychosis at a hospital in South Africa. South African Journal of Psychiatry 2023;29 View
  48. Ford S, Vaughn J, Subramaniam A, Gundala A, Hensley E, Shah N. Supporting data driven translational patient‐centered care using network analysis to visualize symptom distress in children with serious illness. Journal for Specialists in Pediatric Nursing 2024;29(1) View
  49. Jahan E, Almansour R, Ijaz K, Baptista S, Giordan L, Ronto R, Zaman S, O'Hagan E, Laranjo L. Smartphone Applications to Prevent Type 2 Diabetes: A Systematic Review and Meta-Analysis. American Journal of Preventive Medicine 2024;66(6):1060 View
  50. Stevenson K, Hadley‐Barrows T, Evans N, Campbell L, Southam J, Chudyk A, Ellington D, Jeeves B, Jenson C, Kleberg S, Birkinshaw H, Mair F, Dziedzic K, Peat G, Jordan K, Yu D, Bailey J, Braybooke A, Mallen C, Hill J. The SelfSTarT intervention for low back pain patients presenting to first contact physiotherapists: A mixed methods service evaluation. Musculoskeletal Care 2024;22(1) View
  51. Grahlher K, Morgenstern M, Pietsch B, Gomes de Matos E, Rossa M, Lochbühler K, Daubmann A, Thomasius R, Arnaud N. Mobile App Intervention to Reduce Substance Use, Gambling, and Digital Media Use in Vocational School Students: Exploratory Analysis of the Intervention Arm of a Randomized Controlled Trial. JMIR mHealth and uHealth 2024;12:e51307 View
  52. Walia T, Muthu M, Saikia A, Anthonappa R, Satyanarayana M. A systematic search, heuristic evaluation and analysis of dental trauma mobile applications. Dental Traumatology 2024;40(5):511 View
  53. Quach S. Que nous réservent les applis de santé mobile en réadaptation – se concentrer sur l’évaluation de la qualité. Physiotherapy Canada 2024;76(2):160 View
  54. Quach S. What’s Next in MHealth Apps in Rehabilitation: Re-Directing Our Attention to Evaluating Quality. Physiotherapy Canada 2024;76(2):157 View
  55. Passos S, de Jezus Castro S, Stahlschmidt A, da Silva Neto P, Irigon Pereira P, da Cunha Leal P, Lopes M, dos Reis Falcão L, de Azevedo V, Lineburger E, Mendes F, Vilela R, de Araújo Azi L, Antunes F, Braz L, Stefani L. Development and validation of the Ex-Care BR model: a multicentre initiative for identifying Brazilian surgical patients at risk of 30-day in-hospital mortality. British Journal of Anaesthesia 2024;133(1):125 View
  56. Ghozali M, Satibi S, Forthwengel G. The impact of mobile health applications on the outcomes of patients with chronic kidney disease: a systematic review and meta-analysis. Journal of Medicine and Life 2023;16(9):1299 View
  57. Barnett D, Sundermeir S, Reznar M, Lightner A, Poirier L, Rosenblum A, Oladimeji A, Igusa T, Neff R, Ruggiero C, Lewis E, Jager L, Moses L, Velez-Burgess V, Gagnon B, Attar N, Gittelsohn J. Protocol for the Support Application for Food PAntrieS trial: design, implementation, and evaluation plan for a digital application to promote healthy food access and support food pantry operations. Frontiers in Public Health 2024;12 View
  58. Gomis-Pastor M, Berdún J, Borrás-Santos A, De Dios López A, Fernández-Montells Rama B, García-Esquirol Ó, Gratacòs M, Ontiveros Rodríguez G, Pelegrín Cruz R, Real J, Bachs i Ferrer J, Comella A. Clinical Validation of Digital Healthcare Solutions: State of the Art, Challenges and Opportunities. Healthcare 2024;12(11):1057 View
  59. Kamis A, Gadia N, Luo Z, Ng S, Thumbar M. Obtaining the Most Accurate, Explainable Model for Predicting Chronic Obstructive Pulmonary Disease: Triangulation of Multiple Linear Regression and Machine Learning Methods. JMIR AI 2024;3:e58455 View
  60. Theonest N, Ngowi K, Kussaga E, Lyimo A, Kuchaka D, Kiwelu I, Machuve D, Vianney J, Reboud J, Mmbaga B, Cooper J, Buza J, Ayatollahi H. Status and future prospects for mobile phone-enabled diagnostics in Tanzania. PLOS Digital Health 2024;3(8):e0000565 View
  61. Bruschetta R, Latella D, Formica C, Campisi S, Failla C, Marino F, Iacono Isidoro S, Giambò F, Bonanno L, Cerasa A, Quartarone A, Marino S, Pioggia G, Calabrò R, Tartarisco G. “BrainHeart”: Pilot Study on a Novel Application for Elderly Well-Being Based on Mindfulness Acceptance and Commitment Therapy. Bioengineering 2024;11(8):787 View
  62. He M, Chen M, Ji Y, Lu G. Effectiveness of smartphone app-based interventions after surgery on quality of recovery among cancer patients: a systematic review and meta-analysis. Annals of Medicine 2024;56(1) View
  63. 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
  64. Van Denend T, Moein S, Niec P, Peterson E, Morris J, Backus D, Sosnoff J, Brunskill A, Hawari L, Rice L. mHealth learning strategies to support behaviour change in individuals using wheelchairs and/or scooters: a systematic review. Disability and Rehabilitation: Assistive Technology 2024:1 View
  65. Portz J, Moore S, Bull S. Evolutionary Trends in the Adoption, Adaptation, and Abandonment of Mobile Health Technologies: Viewpoint Based on 25 Years of Research. Journal of Medical Internet Research 2024;26:e62790 View
  66. Nishi S, Kavanagh M, Ramboanga K, Ayoub-Charette S, Modol S, Dias G, Kendall C, Sievenpiper J, Chiavaroli L. Effect of digital health applications with or without gamification on physical activity and cardiometabolic risk factors: a systematic review and meta-analysis of randomized controlled trials. eClinicalMedicine 2024;76:102798 View
  67. Martin K, Peh R, Tembo M, Mavodza C, Doyle A, Dziva Chikwari C, Dauya E, Bandason T, Azizi S, Simms V, Ferrand R. Factors Associated With the Use of Digital Technology Among Youth in Zimbabwe: Findings From a Cross-Sectional Population-Based Survey. Journal of Medical Internet Research 2024;26:e52670 View
  68. Ashruf R, Parasuraman S, Ismail N, Thamby S. A Review on Educational Intervention Approaches on Cancer Knowledge and Awareness in Quasi-Experimental Studies. Journal of Pharmacy and Bioallied Sciences 2024;16(3):87 View
  69. Ferdous T, Jaman M, Siddique A, Sultana N, Hossain T, Arifeen S, Billah S. Feasibility of Employing mHealth in Delivering Preventive Nutrition Interventions Targeting the First 1000 Days of Life: Experiences from a Community-Based Cluster Randomised Trial in Rural Bangladesh. Nutrients 2024;16(20):3429 View
  70. Konishi N, Oba T, Takano K, Katahira K, Kimura K. Functions of Smartphone Apps and Wearable Devices Promoting Physical Activity: Six-Month Longitudinal Study on Japanese-Speaking Adults. JMIR mHealth and uHealth 2024;12:e59708 View
  71. 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
  72. Brennan C, O'Donoghue G, Keogh A, Rhodes R, Matthews J. Using Co-design Methods to Develop an Evidence- and Theory-Informed Mother-Daughter mHealth Intervention Prototype Targeting Physical Activity in Pre-Teen Girls of Low Socioeconomic Positio (Preprint). JMIR Pediatrics and Parenting 2024 View
  73. Oliveira A, Wolff J, Alfouzan N, Yu J, Yahya A, Lammy K, Nakamura M. A Novel Web App for Dietary Weight Management: Development, Implementation, and Usability Study. JMIR Formative Research 2024;8:e58363 View
  74. de Dios López A, Real J, Meza C, Borras-Santos A, Collado-Borrell R, Escudero-Vilaplana V, Gomis-Pastor M. Validation of a Questionnaire to Assess the Usability of and User Experience with Mobile Health Applications. Healthcare 2024;12(23):2328 View
  75. Tesfaye L, Wakeman M, Baskin G, Gruse G, Gregory T, Leahy E, Kendrick B, El-Toukhy S, Ayatollahi H. A feature-based qualitative assessment of smoking cessation mobile applications. PLOS Digital Health 2024;3(11):e0000658 View
  76. van der Heijden Z, Lucassen D, Faessen J, Camps G, Lu Y, Schipper H, Nijhof S, Brouwer-Brolsma E. Digital behavioral dietary interventions to promote a healthy diet among children and adolescents: a scoping review of technologies, design, behavioral theory, and assessed outcomes. Health Psychology and Behavioral Medicine 2024;12(1) View
  77. Meera B, Fields B, Hodge S, Roth K, Columna L. Developing and Testing a Mobile Application for Autistic Children Participating in a Therapeutic Horseback Riding Program at a Midwestern Equine Assisted Service Center: An Exploratory Sequential Mixed Methods Study. Journal of Mixed Methods Research 2024 View
  78. Kidd S, D'Arcey J, Tackaberry-Giddens L, Asuncion T, Agrawal S, Chen S, Wang W, McKenzie K, Zhou W, Luo S, Feldcamp L, Kaleis L, Zedan S, Foussias G, Kozloff N, Voineskos A. App for independence: A feasibility randomized controlled trial of a digital health tool for schizophrenia spectrum disorders. Schizophrenia Research 2025;275:52 View
  79. Almalki M. The role of walking-tracking apps and chronic medical conditions for adult students’ quality of life: A cross-sectional study from Saudi Arabia. Informatics in Medicine Unlocked 2025;52:101610 View

Books/Policy Documents

  1. Oh Y, Arias K, Auster-Gussman L, Graham S. Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management. View
  2. Zimenkovsky A, Gutor T, Sichkoriz O, Kurianovych O, Zaremba N, Nepyivoda O. Integrating Digital Health Strategies for Effective Administration. View
  3. Patel R. Pharmaceutical Care in Digital Revolution. View
  4. Straub L, Thekkekandam M. Chronic Illness Care. View
  5. Ghozali M. The Palgrave Encyclopedia of Disability. View
  6. Rubeis G. Ethics of Medical AI. View
  7. Orji J, Chan G, Ndulue C, Orji R. Persuasive Technology. View
  8. Joseph S, Miodus S, Farley F. Handbook of Media Psychology. View