Published on in Vol 24, No 4 (2022): April

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/35120, first published .
Challenges in Participant Engagement and Retention Using Mobile Health Apps: Literature Review

Challenges in Participant Engagement and Retention Using Mobile Health Apps: Literature Review

Challenges in Participant Engagement and Retention Using Mobile Health Apps: Literature Review

Journals

  1. Wang H, Zhang J, Luximon Y, Qin M, Geng P, Tao D. The Determinants of User Acceptance of Mobile Medical Platforms: An Investigation Integrating the TPB, TAM, and Patient-Centered Factors. International Journal of Environmental Research and Public Health 2022;19(17):10758 View
  2. Alhur M, Alshamari S, Oláh J, Aldreabi H. Unsupervised Machine Learning to Identify Positive and Negative Themes in Jordanian mHealth Apps. International Journal of E-Services and Mobile Applications 2022;14(1):1 View
  3. Jezrawi R, Balakumar S, Masud R, Gabizon I, Bhagirath V, Varughese J, Brown M, Trottier D, Schwalm J, McGillion M, Alvarez E, Lokker C. Patient and physician perspectives on the use and outcome measures of mHealth apps: Exploratory survey and focus group study. DIGITAL HEALTH 2022;8:205520762211027 View
  4. Henshall C, Davey Z, Srikesavan C, Hart L, Butcher D, Cipriani A. Implementation of a Web-Based Resilience Enhancement Training for Nurses: Pilot Randomized Controlled Trial. Journal of Medical Internet Research 2023;25:e43771 View
  5. Doumen M, De Cock D, Van Lierde C, Betrains A, Pazmino S, Bertrand D, Westhovens R, Verschueren P. Engagement and attrition with eHealth tools for remote monitoring in chronic arthritis: a systematic review and meta-analysis. RMD Open 2022;8(2):e002625 View
  6. Schwarz A, Winkens L, de Vet E, Ossendrijver D, Bouwsema K, Simons M. Design Features Associated With Engagement in Mobile Health Physical Activity Interventions Among Youth: Systematic Review of Qualitative and Quantitative Studies. JMIR mHealth and uHealth 2023;11:e40898 View
  7. Burke L, Sereika S, Bizhanova Z, Parmanto B, Kariuki J, Cheng J, Beatrice B, Cedillo M, Pulantara I, Wang Y, Loar I, Conroy M. The Effect of Tailored, Daily, Smartphone Feedback to Lifestyle Self-Monitoring on Weight Loss at 12 Months: the SMARTER Randomized Clinical Trial. Journal of Medical Internet Research 2022;24(7):e38243 View
  8. Joseph R, Todd M, Ainsworth B, Vega-López S, Adams M, Hollingshead K, Hooker S, Gaesser G, Keller C. Smart Walk: A Culturally Tailored Smartphone-Delivered Physical Activity Intervention for Cardiometabolic Risk Reduction among African American Women. International Journal of Environmental Research and Public Health 2023;20(2):1000 View
  9. Lim J, Kim Y, Yeo S, Chae B, Yu J, Hwang J. Feasibility and usability of a personalized mHealth app for self-management in the first year following breast cancer surgery. Health Informatics Journal 2023;29(1):146045822311564 View
  10. Modi A, Patel A, Mara C, Schmidt M, Tenney J, Stevens J. Pilot randomized controlled clinical trial of an adherence social norms intervention for adolescents with epilepsy. Epilepsy & Behavior 2023;140:109082 View
  11. Petrigna L, Musumeci G. The Metaverse: A New Challenge for the Healthcare System: A Scoping Review. Journal of Functional Morphology and Kinesiology 2022;7(3):63 View
  12. Bolt G, Piercy H, Barnett A, Manning V. ‘A circuit breaker’ – Interrupting the alcohol autopilot: A qualitative exploration of participants’ experiences of a personalised mHealth approach bias modification intervention for alcohol use. Addictive Behaviors Reports 2022;16:100471 View
  13. Rahayu S, Zainafree I, Merzistya A, Cahyati W, Farida E, Wandastuti A, Isbandi , Wahidah N, Saefurrohim M, Islam M, Fajri A, Subagja M. Development of the SIKRIBO Mobile Health Application for Active Tuberculosis Case Detection in Semarang, Indonesia. Healthcare Informatics Research 2022;28(4):297 View
  14. Kwan Y, Ong Z, Choo D, Phang J, Yoon S, Low L. A Mobile Application to Improve Diabetes Self-Management Using Rapid Prototyping: Iterative Co-Design Approach in Asian Settings. Patient Preference and Adherence 2023;Volume 17:1 View
  15. Agachi E, Bijmolt T, van Ittersum K, Mierau J. The Effect of Periodic Email Prompts on Participant Engagement With a Behavior Change mHealth App: Longitudinal Study. JMIR mHealth and uHealth 2023;11:e43033 View
  16. Shrestha R, Altice F, Khati A, Azwa I, Gautam K, Gupta S, Sullivan P, Ni Z, Kamarulzaman A, Phiphatkunarnon P, Wickersham J. Clinic-Integrated Smartphone App (JomPrEP) to Improve Uptake of HIV Testing and Pre-exposure Prophylaxis Among Men Who Have Sex With Men in Malaysia: Mixed Methods Evaluation of Usability and Acceptability. JMIR mHealth and uHealth 2023;11:e44468 View
  17. Auster-Gussman L, Rikhy M, Lockwood K, Branch O, Graham S. The Effects of Providing a Connected Scale in an App-Based Digital Health Program: Cross-sectional Examination. JMIR mHealth and uHealth 2023;11:e40865 View
  18. Häußermann S, Arendsen L, Pritchard J. Smart dry powder inhalers and intelligent adherence management. Advanced Drug Delivery Reviews 2022;191:114580 View
  19. Campos Sánchez C, Guillén León L, Acosta Yanes R, Gil Oloriz M. Metaverso: el futuro de la medicina en un mundo virtual. Metaverse Basic and Applied Research 2022;1:4 View
  20. Park D, Kim H. Determinants of Intentions to Use Digital Mental Healthcare Content among University Students, Faculty, and Staff: Motivation, Perceived Usefulness, Perceived Ease of Use, and Parasocial Interaction with AI Chatbot. Sustainability 2023;15(1):872 View
  21. Branch O, Rikhy M, Auster-Gussman L, Lockwood K, Graham S. Relationships Between Blood Pressure Reduction, Weight Loss, and Engagement in a Digital App–Based Hypertension Care Program: Observational Study. JMIR Formative Research 2022;6(10):e38215 View
  22. Lipschitz J, Van Boxtel R, Torous J, Firth J, Lebovitz J, Burdick K, Hogan T. Digital Mental Health Interventions for Depression: Scoping Review of User Engagement. Journal of Medical Internet Research 2022;24(10):e39204 View
  23. Kowal A, Wojczuk M, Grabowska M, Szaran J, Kowal M, Pawłowicz-Szlarska E, Pęczek-Bartyzel K, Nowicki M. Activity and Profile of the Users of a Novel Mobile Application Supporting Proper Diet Among Maintenance Hemodialysis Patients. Journal of Renal Nutrition 2023;33(4):592 View
  24. Possemato K, Johnson E, Barrie K, Ghaus S, Noronha D, Wade M, Greenbaum M, Rosen C, Cloitre M, Owen J, Jain S, Beehler G, Prins A, Seal K, Kuhn E. A Randomized Clinical Trial of Clinician-Supported PTSD Coach in VA Primary Care Patients. Journal of General Internal Medicine 2023;38(S3):905 View
  25. Gudmundsdóttir S, Ballarini T, Ámundadóttir M, Mészáros J, Eysteinsdottir J, Thorleifsdottir R, Hrafnkelsdóttir S, Helgadottir H, Oddsson S, Silverberg J. Engagement, Retention, and Acceptability in a Digital Health Program for Atopic Dermatitis: Prospective Interventional Study. JMIR Formative Research 2023;7:e41227 View
  26. 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
  27. Aydin A, Gürsoy A, Karal H. Mobile care app development process: using the ADDIE model to manage symptoms after breast cancer surgery (step 1). Discover Oncology 2023;14(1) View
  28. White J, Salem M, Toussaert S, Westmaas J, Raiff B, Crane D, Warrender E, Lyles C, Abroms L, Thrul J. Developing a Game (Inner Dragon) Within a Leading Smartphone App for Smoking Cessation: Design and Feasibility Evaluation Study. JMIR Serious Games 2023;11:e46602 View
  29. Lyons N, Redding A, Susick L, Leydet E, Tyra M, Santarossa S. Using New Age Recruitment Methods. International Journal of Social Media and Online Communities 2023;15(1):1 View
  30. Vial S, Boudhraâ S, Dumont M, Tremblay M, Riendeau S. Developing A Mobile App With a Human-Centered Design Lens to Improve Access to Mental Health Care (Mentallys Project): Protocol for an Initial Co-Design Process. JMIR Research Protocols 2023;12:e47220 View
  31. Moulaei K, Bahaadinbeigy K, Mashoof E, Dinari F. Design and development of a mobile-based self-care application for patients with depression and anxiety disorders. BMC Medical Informatics and Decision Making 2023;23(1) View
  32. Sehrawat O, Noseworthy P, Siontis K, Haddad T, Halamka J, Liu H. Data-Driven and Technology-Enabled Trial Innovations Toward Decentralization of Clinical Trials: Opportunities and Considerations. Mayo Clinic Proceedings 2023;98(9):1404 View
  33. Persson D, Zhukouskaya K, Wegener A, Jørgensen L, Bardram J, Bækgaard P. Exploring Patient Needs and Designing Concepts for Digitally Supported Health Solutions in Managing Type 2 Diabetes: Cocreation Study. JMIR Formative Research 2023;7:e49738 View
  34. Thompson D, Mirabile Y, Islam N, Callender C, Musaad S, Miranda J, Moreno J, Dave J, Baranowski T. Diet Quality among Pre-Adolescent African American Girls in a Randomized Controlled Obesity Prevention Intervention Trial. Nutrients 2023;15(12):2716 View
  35. Leong U, Chakraborty B. Participant Engagement in Microrandomized Trials of mHealth Interventions: Scoping Review. JMIR mHealth and uHealth 2023;11:e44685 View
  36. Sammut M, Mercieca S. Patients’ perspective on the use of mobile applications for the provision of supportive care in radiotherapy. Journal of Radiotherapy in Practice 2023;22 View
  37. Fan S, Jain R, Kankanhalli M. A Comprehensive Picture of Factors Affecting User Willingness to Use Mobile Health Applications. ACM Transactions on Computing for Healthcare 2024;5(1):1 View
  38. Kim S, Hwang H, Lee Y, Kim Y. A Systematic Review of Korea’s Medication Management Mobile Application. SAGE Open 2023;13(3) View
  39. Chan G, Alslaity A, Wilson R, Orji R. Feeling Moodie: Insights from a Usability Evaluation to Improve the Design of mHealth Apps. International Journal of Human–Computer Interaction 2023:1 View
  40. Rotondi A, Belnap B, Rothenberger S, Feldman R, Hanusa B, Rollman B. Predictors of Use and Drop Out From a Web-Based Cognitive Behavioral Therapy Program and Health Community for Depression and Anxiety in Primary Care Patients: Secondary Analysis of a Randomized Controlled Trial. JMIR Mental Health 2024;11:e52197 View
  41. Javed A, Kim D, Hershman S, Shcherbina A, Johnson A, Tolas A, O’Sullivan J, McConnell M, Lazzeroni L, King A, Christle J, Oppezzo M, Mattsson C, Harrington R, Wheeler M, Ashley E. Personalized digital behaviour interventions increase short-term physical activity: a randomized control crossover trial substudy of the MyHeart Counts Cardiovascular Health Study. European Heart Journal - Digital Health 2023;4(5):411 View
  42. Berry M, Taylor L, Huang Z, Chwyl C, Kerrigan S, Forman E. Automated Messaging Delivered Alongside Behavioral Treatment for Weight Loss: Qualitative Study. JMIR Formative Research 2023;7:e50872 View
  43. Jibb L, Sivaratnam S, Hashemi E, Chu C, Nathan P, Chartrand J, Alberts N, Masama T, Pease H, Torres L, Cortes H, Zworth M, Kuczynski S, Fortier M, Ayatollahi H. Parent and clinician perceptions and recommendations on a pediatric cancer pain management app: A qualitative co-design study. PLOS Digital Health 2023;2(11):e0000169 View
  44. Park S, Yourell J, McAlister K, Huberty J. Exploring Generation Z and Young Millennials’ Perspectives of a Spiritual Self-Care App and Their Spiritual Identity (Skylight): Qualitative Semistructured Interview Study. JMIR Formative Research 2023;7:e54284 View
  45. Goel A, Taneja U. Mobile health applications for health-care delivery: trends, opportunities, and challenges. Journal of Public Health 2023 View
  46. Hussein A, Moullin J, Hughes J, Stafford A. Researching Pain in People Living with Dementia: Barriers and Potential Solutions. Ageing International 2024;49(2):293 View
  47. Björnsdottir S, Ulfsdottir H, Gudmundsson E, Sveinsdottir K, Isberg A, Dobies B, Akerlie Magnusdottir G, Gunnarsdottir T, Karlsdottir T, Bjornsdottir G, Sigurdsson S, Oddsson S, Gudnason V. User Engagement, Acceptability, and Clinical Markers in a Digital Health Program for Nonalcoholic Fatty Liver Disease: Prospective, Single-Arm Feasibility Study. JMIR Cardio 2024;8:e52576 View
  48. Ng M, Olgin J, Marcus G, Lyles C, Pletcher M. Email-Based Recruitment Into the Health eHeart Study: Cohort Analysis of Invited Eligible Patients. Journal of Medical Internet Research 2023;25:e51238 View
  49. Peuters C, Maenhout L, Cardon G, De Paepe A, DeSmet A, Lauwerier E, Leta K, Crombez G. A mobile healthy lifestyle intervention to promote mental health in adolescence: a mixed-methods evaluation. BMC Public Health 2024;24(1) View
  50. 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
  51. Oh J, Capezzuto L, Kriara L, Schjodt-Eriksen J, van Beek J, Bernasconi C, Montalban X, Butzkueven H, Kappos L, Giovannoni G, Bove R, Julian L, Baker M, Gossens C, Lindemann M. Use of smartphone-based remote assessments of multiple sclerosis in Floodlight Open, a global, prospective, open-access study. Scientific Reports 2024;14(1) View
  52. Alfaro A, Wielgosz J, Kuhn E, Carlson C, Gould C. Determinants and outcome correlates of engagement with a mobile mental health intervention for depression and anxiety in middle‐aged and older adults. Journal of Clinical Psychology 2024;80(3):509 View
  53. Moungui H, Nana-Djeunga H, Anyiang C, Cano M, Ruiz Postigo J, Carrion C. Dissemination Strategies for mHealth Apps: Systematic Review. JMIR mHealth and uHealth 2024;12:e50293 View
  54. Forman-Hoffman V, Sihvonen S, Wielgosz J, Kuhn E, Nelson B, Peiper N, Gould C. Therapist-supported digital mental health intervention for depressive symptoms: A randomized clinical trial. Journal of Affective Disorders 2024;349:494 View
  55. Shaw Jr G, Castro B, Gunn L, Norris K, Thorpe Jr R. The Association of eHealth Literacy Skills and mHealth Application Use Among US Adults With Obesity: Analysis of Health Information National Trends Survey Data. JMIR mHealth and uHealth 2024;12:e46656 View
  56. Espinola C, Nguyen B, Torres A, Sim W, Rueda A, Beavers L, Campbell D, Jung H, Lou W, Kapralos B, Peter E, Dubrowski A, Krishnan S, Bhat V. Digital Interventions for Stress Among Frontline Health Care Workers: Results From a Pilot Feasibility Cohort Trial. JMIR Serious Games 2024;12:e42813 View
  57. Wedel N, Zinger N, Singh A, Kaur S, Njeze O, Cosar E, Mowrey W, Green S, Reznik M, Feldman J, Su Z, Ansari A, Elrington C, Mathur M, Zheng K, Jariwala S. ASTHMAXcel PRO patient satisfaction and usability field testing. Journal of Asthma 2024;61(8):813 View
  58. Chiauzzi E, Williams A, Mariano T, Pajarito S, Robinson A, Kirvin-Quamme A, Forman-Hoffman V. Demographic and clinical characteristics associated with anxiety and depressive symptom outcomes in users of a digital mental health intervention incorporating a relational agent. BMC Psychiatry 2024;24(1) View
  59. Varma N, Han J, Passman R, Rosman L, Ghanbari H, Noseworthy P, Avari Silva J, Deshmukh A, Sanders P, Hindricks G, Lip G, Sridhar A. Promises and Perils of Consumer Mobile Technologies in Cardiovascular Care. Journal of the American College of Cardiology 2024;83(5):611 View
  60. Carfora V, Catellani P. Environmental messages to promote sustainable seafood choices: An exploratory mobile app intervention. Journal of Environmental Psychology 2024;94:102255 View
  61. Ho T, Le L, Engel L, Le N, Melvin G, Le H, Mihalopoulos C. Barriers to and facilitators of user engagement with web-based mental health interventions in young people: a systematic review. European Child & Adolescent Psychiatry 2024 View
  62. Monachelli R, Davis S, Barnard A, Longmire M, Docherty J, Oakley-Girvan I. Designing mHealth Apps to Incorporate Evidence-Based Techniques for Prolonging User Engagement. Interactive Journal of Medical Research 2024;13:e51974 View
  63. Larsen E, Murton O, Song X, Joachim D, Watts D, Kapczinski F, Venesky L, Hurowitz G. Validating the efficacy and value proposition of mental fitness vocal biomarkers in a psychiatric population: prospective cohort study. Frontiers in Psychiatry 2024;15 View
  64. Macrynikola N, Mir Z, Gopal T, Rodriguez E, Li S, Cox M, Yeh G, Torous J. The impact of mindfulness apps on psychological processes of change: a systematic review. npj Mental Health Research 2024;3(1) View
  65. 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
  66. Sparks C, Hsu A, Neller S, Eaton J, Thompson A, Wong B, Iacob E, Terrill A, Caserta M, Stark L, Utz R. Comparison of recruitment methodologies for clinical trials: Results from the time for living and caring (TLC) intervention study. Contemporary Clinical Trials 2024;140:107518 View
  67. Benavent D, Carmona L, Llorente J, Montoro M, Ramirez S, Otón T, Loza E, Gómez-Centeno A. Empowering rheumatology through digital health technologies: contributions and barriers. Exploration of Musculoskeletal Diseases 2024;2(2):92 View
  68. Goodwin S, Nastasi J, Newman S, Rapoza D, Raiff B. A Mobile Game to Support Smoking Cessation: Feasibility and Acceptability Assessment (Preprint). JMIR Serious Games 2023 View
  69. Liu H, Xie Z, Or C. Willingness to pay for health apps, its sociodemographic correlates, and reasons for being unwilling to pay. DIGITAL HEALTH 2024;10 View
  70. Pathipati M, Scott L, Griser A, Staller K. Real‐world outcomes for a digital prescription mobile application for adults with irritable bowel syndrome. Neurogastroenterology & Motility 2024;36(7) View
  71. Jafrin N, Akhter H, Saif A, Said F, Ghosh D. Investigating the antecedents of mHealth adoption by older adults in a lower-middle income country: The PLS-MGA approach. Educational Gerontology 2024:1 View
  72. 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
  73. Willemsen R, Chavannes N, Aardoom J. Feasibility and Acceptability of a Health App Platform Providing Individuals With a Budget to Purchase Preselected Apps to Work on Their Health and Well-Being: Quantitative Evaluation Study. JMIR Formative Research 2024;8:e51408 View
  74. Schläpfer S, Schneider F, Santhanam P, Eicher M, Kowatsch T, Witt C, Barth J. Engagement With a Relaxation and Mindfulness Mobile App Among People With Cancer: Exploratory Analysis of Use Data and Self-Reports From a Randomized Controlled Trial. JMIR Cancer 2024;10:e52386 View
  75. Lubasinski N, Thabit H, Nutter P, Harper S. What Is the Tech Missing? Nutrition Reporting in Type 1 Diabetes. Nutrients 2024;16(11):1690 View
  76. Colombo G, Minta K, Grübel J, Tai W, Hölscher C, Schinazi V. Detecting cognitive impairment through an age-friendly serious game: The development and usability of the spatial performance assessment for cognitive evaluation (SPACE). Computers in Human Behavior 2024;160:108349 View
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  78. Kilfoy A, Chu C, Krisnagopal A, Mcatee E, Baek S, Zworth M, Hwang K, Park H, Jibb L. Nurse‐led remote digital support for adults with chronic conditions: A systematic synthesis without meta‐analysis. Journal of Clinical Nursing 2024 View
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Books/Policy Documents

  1. González Bermúdez A, Bernardos A. Wireless Mobile Communication and Healthcare. View
  2. Miller E, Hanlon R, Lehrer P, Mitchell K, Hancock M. Augmented Cognition. View
  3. Keller V, Ercsey I. Effective Digital Marketing for Improving Society Behavior Toward DEI and SDGs. View
  4. Gouri M, Gummalla S, Muntha R, Nagarajan M, Jothikumar R, Kumar K, Susi S. Handbook of Research on Advanced Functional Materials for Orthopedic Applications. View
  5. Andrews J, Eldredge C, Applequist J, Johnson J. Clinical Research Informatics. View
  6. Sompura D, Tripathy B. The Metaverse for the Healthcare Industry. View