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

Engagement with and Adherence to Digital Health Interventions, Law of Attrition (537) Mobile Health (mhealth) (3150) mHealth for Wellness, Behavior Change and Prevention (3096) Mobile Health in Psychiatry (478)

Published on in Vol 21, No 9 (2019): September

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/14567, first published .
Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis

Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis

Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis

Authors of this article:

Amit Baumel1 Author Orcid Image ;   Frederick Muench2 Author Orcid Image ;   Stav Edan1 Author Orcid Image ;   John M Kane3 Author Orcid Image
Article Authors Cited by (515) Tweetations (239) Metrics

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  432. Schiek H, Esch T, Hoetger C. Feature-level analysis of a novel smoking cessation program integrating app-based behavioral therapy and an electronic cigarette. BMC Digital Health 2025;3(1) View
  433. Disabato D, Gawlik E, Seah T, Coifman K. Boosting positive mood during stress: a Daily Coping Toolkit replication in college undergraduates. Anxiety, Stress, & Coping 2025;38(3):286 View
  434. Calvert E, Cipriani M, Chen K, Dhima A, Burns J, Torous J. Evaluating clinical outcomes for anxiety and depression: A real-world comparison of the digital clinic and primary care. Journal of Affective Disorders 2025;377:275 View
  435. Zhou T, Kirby-Ginns S, Salman D, McGregor A. Using codesign workshops to develop a conceptual framework for a mobile health app targeting chronic low back pain self-management. BMJ Open 2025;15(2):e093386 View
  436. Morton E, Willis E, Brozena J, Kcomt A, Michalak E. The Type, Impacts, and Experiences of Peer Support for People Living With Bipolar Disorder: A Scoping Review. Bipolar Disorders 2025;27(2):96 View
  437. Bernstein E, Daniel K, Miyares P, Hoeppner S, Bentley K, Snorrason I, Fisher L, Greenberg J, Weingarden H, Harrison O, Wilhelm S. Patterns of Skills Review in Smartphone Cognitive Behavioral Therapy for Depression: Observational Study of Intervention Content Use. JMIR Mental Health 2025;12:e63497 View
  438. Youn S, Schuler K, Sah P, Jaso-Yim B, Pennine M, O’Dea H, Eyllon M, Barnes J, Murillo L, Orth L, Hoyler G, Nordberg S. Scaling out a Digital-First Behavioral Health Care Model to Primary Care. Administration and Policy in Mental Health and Mental Health Services Research 2025 View
  439. Marks T, Metelmann B, Brinkrolf P, Thies K, Hahnenkamp K, Metelmann C. An app to keep: smartphone-based dispatch of community first responder to cardiac arrest. BMC Cardiovascular Disorders 2025;25(1) View
  440. Soares A, Soares S, Brandão T, Teixeira R, Tavares I. Developing and evaluating a Portuguese-language meditation App for medical students: motivation, adherence, and emotional effects. Frontiers in Psychology 2025;16 View
  441. Steward J, Moulds M, Hirsch C. A co-designed online training program to manage worry: An overview of the role of young people in the UK with lived experience of worry in program development (Preprint). JMIR Formative Research 2024 View
  442. Young S, Kim J, Hanley A. Mindful Jazz and Preferred Music Interventions Reduce Pain Among Patients With Chronic Pain and Anxiety: A Pilot Randomized Controlled Trial. Cureus 2025 View
  443. Guyatt H, Doherty N, Limond J, Swaine Z, Morpeth L. Digitally enabled, self-referral as an effective approach for young autistic people to access support: pilot study. BMC Digital Health 2025;3(1) View
  444. de Rutte J, Myruski S, Davis E, Findley A, Dennis-Tiwary T. A randomized clinical trial investigating the clinical impact of a game-based digital therapeutic for social anxiety disorder. Journal of Anxiety Disorders 2025;111:103000 View
  445. Fowers R, Coza A, Chung Y, Ghasemzadeh H, Cloonan S, Huberty J, Berardi V, Stecher C. Identifying Common Patterns in the Time of Day of Mindfulness Meditation Associated with Long-Term Maintenance. Behavioral Sciences 2025;15(3):381 View
  446. Morton E, Kanani S, Dee N, Hu R, Michalak E. A Brief Video-Based Intervention to Improve Digital Health Literacy for Individuals With Bipolar Disorder: Intervention Development and Results of a Single-Arm Quantitative Pilot Study. Journal of Participatory Medicine 2025;17:e59806 View
  447. 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
  448. Schiek H, Esch T, Hoetger C. Initial assessment of a novel smoking cessation program integrating app-based behavioral therapy and an electronic cigarette: results of a pilot study. Addiction Science & Clinical Practice 2025;20(1) View
  449. Varma P, Shen L, Postnova S, King K, Howard M, Aidman E, Rajaratnam S, Sletten T. Understanding sleep health challenges of defence shift workers to design a digital, sleep and circadian management tool. Scientific Reports 2025;15(1) View
  450. Lukka L, Vesterinen M, Salonen A, Bergman V, Torkki P, Palva S, Palva J. User journey method: a case study for improving digital intervention use measurement. BMC Health Services Research 2025;25(1) View
  451. Lattie E, Beltzer M, Varra A, Chen C, Lungu A. Examining the Client Experience of Digital Tools in Blended Care Therapy: Qualitative Interview Study. JMIR Formative Research 2025;9:e68249 View
  452. 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
  453. Cho M, Park D, Choo M, Han D, Kim J. Adolescent Self-Reflection Process Through Self-Recording on Multiple Health Metrics: Qualitative Study. Journal of Medical Internet Research 2025;27:e62962 View
  454. Ospina-Pinillos L, Shambo-Rodríguez D, Sánchez-Nítola M, Morales A, Gallego-Sanchez L, Riaño-Fonseca M, Bello-Tocancipá A, Navarro-Mancilla A, Pavlich-Mariscal J, Pomares-Quimbaya A, Gómez-Restrepo C, Hickie I, Occhipinti J. Co-Designing, Developing, and Testing a Mental Health Platform for Young People Using a Participatory Design Methodology in Colombia: Mixed Methods Study. JMIR Human Factors 2025;12:e66558 View
  455. McAlister K, Baez L, Huberty J, Kerppola M. Chatbot to Support the Mental Health Needs of Pregnant and Postpartum Women (Moment for Parents): Design and Pilot Study. JMIR Formative Research 2025;9:e72469 View
  456. Bowen M, Beam M. Mapping Mindfulness: Assessing the Stages of Meditation Habit Formation in the USA Using the Sussex Mindfulness Meditation (SuMMed) Model. Mindfulness 2025 View
  457. Meuldijk D. Feasibility of a Mental Health App Intervention for Emergency Service Workers and Volunteers: A Single-Arm Pilot Study (Preprint). JMIR Formative Research 2023 View
  458. Aicken C, Gabb J, Di Martino S, Witney T, Lucassen M. Exploring the Potential of a Digital Intervention to Enhance Couple Relationships (the Paired App): Mixed Methods Evaluation. JMIR mHealth and uHealth 2025;13:e55433 View
  459. Egan L, Gatt J. ReNeuWell mental well-being app: protocol for a randomised controlled trial. BMJ Open 2025;15(4):e094557 View
  460. Bowen M, Yoo D, Beam M, Semb J. Evaluating Theory-Driven Messaging to Overcome the Barriers to Meditation: A Large-Scale Digital Field Experiment (Preprint). JMIR Mental Health 2025 View
  461. Zang G, Spira A, RAO K, WU J, He Y, TANG Y, SHI L. Digital Therapeutics for Cognitive Impairment: Exploring Innovation, Challenges and Future Prospects (Preprint). Journal of Medical Internet Research 2025 View
  462. Bowers E, Klimczak K, Levin M. Evaluating the naturalistic implementation of a peer-coaching service to augment online acceptance and commitment therapy for college mental health. Journal of Contextual Behavioral Science 2025;36:100897 View
  463. Macrynikola N, Chang S, Torous J. Is digital alliance associated with engagement & outcomes in guided digital interventions? An analysis of data from two studies. Journal of Affective Disorders 2025;383:335 View
  464. Baumel A. More than a chatbot: a practical framework to harness artificial intelligence across key components to boost digital therapeutics quality. Frontiers in Digital Health 2025;7 View
  465. Le Jeannic A, Michel M, El Hayek C, Chevreul K. Users of e-Health tools for mental health and suicide primary prevention: description of their characteristics, usage, and satisfaction in the case of StopBlues. Journal of Affective Disorders 2025;383:275 View
  466. Borgnolo L, McKenna S, Hickie I, Varidel M, Turner A, Gorban C, LaMonica H, Chong M, Capon W, Dimitropoulos G, Battisti R, Whitwell B, Hamilton B, Scott E, Iorfino F. Understanding Engagement with Digital Mental Health Technologies in Mental Health Services: Systemic, Individual, and Clinical Factors (Preprint). Journal of Medical Internet Research 2024 View
  467. Grant M, Lau R, DiNardo J. Feasibility and Potential Efficacy of a Mobile App Series Based on Eye Movement Desensitization and Reprocessing: A Pilot Randomized Control Trial with Posttraumatic Stress Disorder and Comorbid Problems. Journal of EMDR Practice and Research 2025;19 View
  468. Lo B, Durocher K, Charow R, Kimball S, Pham Q, Sockalingam S, Wiljer D, Strudwick G. Application of a Sociotechnical Framework to Uncover Factors That Influence Effective User Engagement With Digital Mental Health Tools in Clinical Care Contexts: Scoping Review. Journal of Medical Internet Research 2025;27:e67820 View
  469. Valentine L, Hinton J, Bajaj K, Boyd L, O’Sullivan S, Sorenson R, Bell I, Vega M, Liu P, Peters W, Mangelsdorf S, Wren T, Moller C, Cross S, McEnery C, Bendall S, Nicholas J, Alvarez-Jimenez M. A meta-analysis of persuasive design, engagement, and efficacy in 92 RCTs of mental health apps. npj Digital Medicine 2025;8(1) View
  470. Bridge L, Elsey J, Pratley P, Woodward A. Digital mental health tools: A narrative review on overcoming barriers in the age of displacement and disparities. Maturitas 2025:108380 View
  471. Psihogios A, El‐Khatib A, Matos K, Rabbi M, Rossoff J, Dinner S, Zeng K, Picos R, Ahmed A, Patel E, Fleisher L, Hunger S, Pai A, Laurenceau J, Rini C, Barakat L, Schwartz L, Murphy S, Yanez B. Human‐Centered Design of a Personalized Digital Health Intervention to Improve Oral Chemotherapy Adherence in Adolescents and Young Adults With Hematologic Cancers. Pediatric Blood & Cancer 2025 View
  472. Jung G, Lim H, Han K, Kim H, Lee U. Designing a Visual Analytics Tool to Support Data Analysis Tasks of Digital Mental Health Interventions: A Case Study (Preprint). JMIR Human Factors 2024 View

Books/Policy Documents

  1. Mason-Robbie V. Postdigital Humans. View
  2. Gamboa P, Quaresma C, Varandas R, Gamboa H. Technological Innovation for Applied AI Systems. View
  3. Kodama K. Mobile Health (mHealth). View
  4. Bogucki O, Tomer A, Sawchuk C. Comprehensive Clinical Psychology. View
  5. Harmon S, Gale H, Dermendzhiyska E. Interactive Storytelling. View
  6. Dawson R, Donevant S. Smartphone Apps for Health and Wellness. View
  7. Ingram W, Khanna R, Weston C. Mental Health Informatics. View
  8. Välimäki M, Hipp K. Advanced Practice in Mental Health Nursing. View
  9. Vial S, Boudhraâ S. Revolutions in Product Design for Healthcare. View
  10. Issom D. Sickle Cell Disease. View
  11. Gwilt I, Davis A, Mignone J, Smith R, Chua A. Augmented Reality Art. View
  12. Rathbone A, Cross D, Prescott J. Digital Innovations for Mental Health Support. View
  13. Sooradas S, Vatsa A, Negi A, Singh H, Mantri A, Khedkar S, Varshney R. Community Mental Health and Well-Being in the New Normal. View
  14. Melnyk B, Hoying J, Hsieh A. Workplace Wellness: From Resiliency to Suicide Prevention and Grief Management. View
  15. Volpe U, Elkholy H, Gargot T, Pinto da Costa M, Orsolini L. Tasman’s Psychiatry. View
  16. Williams L, Pinto M, Abrahim H, Bhattacharya A, Harrison T, Burton C, McIntyre J, Negi L, Hayes G. Human-Computer Interaction. View
  17. Das S, Lomax S, Rangel A. Artificial Intelligence in Healthcare and COVID-19. View
  18. Persson D, Yoo S, Bardram J, Skinner T, Bækgaard P. HCI International 2023 – Late Breaking Papers. View
  19. Meijer E, Mansour M. Digital Respiratory Healthcare. View
  20. Reindl-Spanner P, Prommegger B, Ikonomi T, Gensichen J, Krcmar H. Human-Computer Interaction. View
  21. Volpe U, Elkholy H, Gargot T, Pinto da Costa M, Orsolini L. Tasman’s Psychiatry. View
  22. Chandra Nigam A, Chanda R. Resilient Businesses for Sustainability. View
  23. Anton M. Enhancing CBT Through Family and Peer Engagement. View
  24. Ruzek J. Prolonged Exposure for PTSD. View
  25. Naslund J, Babalola D. The Digital Doctor. View
  26. Ram N, Vaidyam A, Eadara A, Langholm C, Torous J. Digital Mental Health. View

Books/Policy Documents

  1. Ellis D. Smartphones within Psychological Science. View

Conference Proceedings

  1. Callejas Z, Griol D, Benghazi K, Noguera M, Chollet G, Torres M, Esposito A. Companion Publication of the 2020 International Conference on Multimodal Interaction. Measuring and Fostering Engagement with Mental Health e-Coaches View
  2. Hoefer M, Van Kleunen L, Goodby C, Blackburn L, Panati P, Voida S. Designing Interactive Systems Conference 2021. The Multiplicative Patient and the Clinical Workflow: Clinician Perspectives on Social Interfaces for Self-Tracking and Managing Bipolar Disorder View
  3. Ferguson C, Lewis R, Wilks C, Picard R. 2021 IEEE Conference on Games (CoG). The Guardians: Designing a Game for Long-term Engagement with Mental Health Therapy View
  4. Potts C, Bond R, Mulvenna M, Ennis E, Bickerdike A, Coughlan E, Broderick T, Burns C, McTear M, Kuosmanen L, Nieminen H, Boyd K, Cahill B, Vakaloudis A, Dhanapala I, Vartiainen A, Kostenius C, Malcolm M. 2021 IEEE Symposium on Computers and Communications (ISCC). Insights and lessons learned from trialling a mental health chatbot in the wild View
  5. Kornfield R, Meyerhoff J, Studd H, Bhattacharjee A, Williams J, Reddy M, Mohr D. CHI Conference on Human Factors in Computing Systems. Meeting Users Where They Are: User-centered Design of an Automated Text Messaging Tool to Support the Mental Health of Young Adults View
  6. Farrall A, Taylor J, Ainsworth B, Alexander J. Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems. Manifesting Breath: Empirical Evidence for the Integration of Shape-changing Biofeedback-based Artefacts within Digital Mental Health Interventions View
  7. Vossen W, Szymanski M, Verbert K. Proceedings of the 29th International Conference on Intelligent User Interfaces. The effect of personalizing a psychotherapy conversational agent on therapeutic bond and usage intentions View
  8. Neupane S, Saha M, Ali N, Hnat T, Samiei S, Nandugudi A, Almeida D, Kumar S. Proceedings of the CHI Conference on Human Factors in Computing Systems. Momentary Stressor Logging and Reflective Visualizations: Implications for Stress Management with Wearables View
  9. Jakob R, Lepper N, Fleisch E, Kowatsch T. Proceedings of the CHI Conference on Human Factors in Computing Systems. Predicting early user churn in a public digital weight loss intervention View
  10. Ooms S. Adjunct Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization. Promoting Mental Health of Adolescents with a Mild Intellectual Disability View
  11. Shukla N, Zaidi A, Dixit A, Kumar C, Agnihotri K. 2024 1st International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI). Evaluation of Mental Health with the Application of Computing and Digital Resources View
  12. Cameron G, Mulvenna M, Bond R, Ennis E, O'Neill S, Cameron D, Bunting A. 2024 IEEE International Conference on E-health Networking, Application & Services (HealthCom). Real-World Usage of a Digital Employee Wellbeing Platform: k-Means Clustering Analysis View
  13. Barkhade J, Jagtap S, Shahare G, Kalbande K, Yerunkar P, Thakre P. 2024 International Conference on Big Data Analytics in Bioinformatics (DABCon). AI BOT: Mental Health Detection and Counselling View
  14. Viswanathan S, Ibrahim S, Shankar R, Binns R, Van Kleek M, Slovak P. Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems. The Interaction Layer: An Exploration for Co-Designing User-LLM Interactions in Parental Wellbeing Support Systems View
  15. Jeon H, Yoon S, Lee K, Kim S, Kim E, Cho S, Ko Y, Yang S, Dabbish L, Zimmerman J, Kim E, Lim H. Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems. Letters from Future Self: Augmenting the Letter-Exchange Exercise with LLM-based Agents to Enhance Young Adults' Career Exploration View
  16. Jin S, Kim B, Han K. Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems. "I Don't Know Why I Should Use This App": Holistic Analysis on User Engagement Challenges in Mobile Mental Health View