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

Journals

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  333. Stade E, Stirman S, Ungar L, Boland C, Schwartz H, Yaden D, Sedoc J, DeRubeis R, Willer R, Eichstaedt J. Large language models could change the future of behavioral healthcare: a proposal for responsible development and evaluation. npj Mental Health Research 2024;3(1) View
  334. Chen K, Lane E, Burns J, Macrynikola N, Chang S, Torous J. The Digital Navigator: Standardizing Human Technology Support in App-Integrated Clinical Care. Telemedicine and e-Health 2024;30(7):e1963 View
  335. Embaye J, de Wit M, Snoek F. A Self-Guided Web-Based App (MyDiaMate) for Enhancing Mental Health in Adults With Type 1 Diabetes: Insights From a Real-World Study in the Netherlands. JMIR Diabetes 2024;9:e52923 View
  336. Persson D, Bardram J, Bækgaard P. Perceptions and effectiveness of episodic future thinking as digital micro-interventions based on mobile health technology. DIGITAL HEALTH 2024;10 View
  337. de Azevedo Cardoso T, Kochhar S, Torous J, Morton E. Digital Tools to Facilitate the Detection and Treatment of Bipolar Disorder: Key Developments and Future Directions. JMIR Mental Health 2024;11:e58631 View
  338. Oesterle T, Hall-Flavin D, Bormann N, Loukianova L, Fipps D, Breitinger S, Gilliam W, Wu T, Correa da Costa S, Arndt S, Karpyak V. Therapeutic Content of Mobile Phone Applications for Substance Use Disorders: An Umbrella Review. Mayo Clinic Proceedings: Digital Health 2024;2(2):192 View
  339. Ramos G, Hernandez-Ramos R, Taylor M, Schueller S. State of the Science: Using Digital Mental Health Interventions to Extend the Impact of Psychological Services. Behavior Therapy 2024 View
  340. Wilhelm S, Bernstein E, Bentley K, Snorrason I, Hoeppner S, Klare D, Greenberg J, Weingarden H, McCoy T, Harrison O. Feasibility, Acceptability, and Preliminary Efficacy of a Smartphone App–Led Cognitive Behavioral Therapy for Depression Under Therapist Supervision: Open Trial. JMIR Mental Health 2024;11:e53998 View
  341. Alon N, Perret S, Cohen A, Partiquin M, LeMelle S, Boyd C, Aguilera J, Reat C, Hough E, Walsh J, Dwyer B, Hogan J, Smith A, Torous J. Digital Navigator Training to Increase Access to Mental Health Care in Community-Based Organizations. Psychiatric Services 2024;75(6):608 View
  342. Torous J, Smith K, Hardy A, Vinnikova A, Blease C, Milligan L, Hidalgo-Mazzei D, Lambe S, Marzano L, Uhlhaas P, Ostinelli E, Anmella G, Zangani C, Aronica R, Dwyer B, Cipriani A. Digital health interventions for schizophrenia: Setting standards for mental health. Schizophrenia Research 2024;267:392 View
  343. Hallford D, Austin D, Takano K, Yeow J, Rusanov D, Fuller-Tyszkiewicz M, Raes F. Improving usual care outcomes in major depression in youth by targeting memory specificity: A randomized controlled trial of adjunct computerized memory specificity training (c-MeST). Journal of Affective Disorders 2024;358:500 View
  344. Danese A, Martsenkovskyi D, Remberk B, Khalil M, Diggins E, Keiller E, Masood S, Awah I, Barbui C, Beer R, Calam R, Gagliato M, Jensen T, Kostova Z, Leckman J, Lewis S, Lorberg B, Myshakivska O, Pfeiffer E, Rosner R, Schleider J, Shenderovich Y, Skokauskas N, Tolan P, Caffo E, Sijbrandij M, Ougrin D, Leventhal B, Weisz J. Scoping Review: Digital Mental Health Interventions for Children and Adolescents Affected by War. Journal of the American Academy of Child & Adolescent Psychiatry 2024 View
  345. Ahmed S, Trimmer C, Khan W, Tuck A, Rodak T, Agic B, Kavic K, Wadhawan S, Abbott M, Husain M, Husain M, McKenzie K, Quintana Y, Naeem F. A mixed methods analysis of existing assessment and evaluation tools (AETs) for mental health applications. Frontiers in Public Health 2024;12 View
  346. Huettemann R, Sevov B, Meister S, Fehring L. Understanding citizens’ attitudes within user-centered digital health ecosystems: A sequential mixed method methodology including a web-survey. DIGITAL HEALTH 2024;10 View
  347. Magnuson K, Li K, Beuley G, Ryan-Pettes S. The Use of Noncommercial Parent-Focused mHealth Interventions for Behavioral Problems in Youth: Systematic Review. JMIR mHealth and uHealth 2024;12:e51273 View
  348. González-Spinoglio L, Monistrol-Mula A, Vindrola-Padros C, Aguilar-Ortiz S, Carreras B, Haro J, Felez-Nobrega M. Long-Term Emotional Impact of the COVID-19 Pandemic and Barriers and Facilitators to Digital Mental Health Tools in Long-Term Care Workers: Qualitative Study. Journal of Medical Internet Research 2024;26:e47546 View
  349. Kleinau E, Lamba T, Jaskiewicz W, Gorentz K, Hungerbuehler I, Rahimi D, Kokota D, Maliwichi L, Jamu E, Zumazuma A, Negrão M, Mota R, Khouri Y, Kapps M, González-Blanch C. Effectiveness of a chatbot in improving the mental wellbeing of health workers in Malawi during the COVID-19 pandemic: A randomized, controlled trial. PLOS ONE 2024;19(5):e0303370 View
  350. Sacher P, Fulton E, Rogers V, Wilson J, Gramatica M, Dent J, Aarts E, Eccleston D, Greve J, Palm-Meinders I, Chuttani R. Impact of a Health Coach–Led, Text-Based Digital Behavior Change Intervention on Weight Loss and Psychological Well-Being in Patients Receiving a Procedureless Intragastric Balloon Program: Prospective Single-Arm Study. JMIR Formative Research 2024;8:e54723 View
  351. Nahum-Shani I, Yoon C. Toward the Science of Engagement With Digital Interventions. Current Directions in Psychological Science 2024;33(4):239 View
  352. 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
  353. Gray L, Marcynikola N, Barnett I, Torous J. The Potential for Digital Phenotyping in Understanding Mindfulness App Engagement Patterns: A Pilot Study. Journal of Integrative and Complementary Medicine 2024 View
  354. Kandola A, Edwards K, Muller M, Dührkoop B, Hein B, Straatman J, Hayes J. Digitally managing depression: A fully remote randomised attention-placebo controlled trial. DIGITAL HEALTH 2024;10 View
  355. Balaskas A, Schueller S, Doherty K, Cox A, Doherty G. Designing personalized mental health interventions for anxiety: CBT therapists’ perspective. International Journal of Human-Computer Studies 2024;190:103319 View
  356. Cohen K, Smith A, Schleider J. Integrating Single-Session Interventions into Existing Care Systems. Advances in Psychiatry and Behavioral Health 2024;4(1):81 View
  357. Simicich L, Muniz V, Scheffrahn K, Elkins G. Nerva, a mobile application of gut-directed hypnotherapy for irritable bowel syndrome: User characteristics, patterns of use, and predictors of persistence. DIGITAL HEALTH 2024;10 View
  358. Catania J, Beaver S, Kamath R, Worthington E, Lu M, Gandhi H, Waters H, Malone D. Evaluation of Digital Mental Health Technologies in the United States: Systematic Literature Review and Framework Synthesis. JMIR Mental Health 2024;11:e57401 View
  359. Rouvere J, Blanchard B, Johnson M, Griffith Fillipo I, Mosser B, Romanelli M, Nguyen T, Rushton K, Marion J, Althoff T, Areán P, Pullmann M. Application of an Adapted Health Action Process Approach Model to Predict Engagement With a Digital Mental Health Website: Cross-Sectional Study. JMIR Human Factors 2024;11:e57082 View
  360. O’Neill E, Bird M, Riches S. Technology-enhanced psychological assessment and treatment of distressing auditory hallucinations: a systematic review. Mental Health and Digital Technologies 2024 View
  361. Castillo-Sánchez G, Toribio-Guzmán J, Celada-Bernal S, Hernández M, de la Torre-Díez I, Franco-Martín M. A Digital Mental Health Approach for Supporting Suicide Prevention: A Qualitative Study. International Journal of Mental Health and Addiction 2024 View
  362. Cohen A, Joshi D, Bondre A, Chand P, Chaturvedi N, Choudhary S, Dutt S, Khan A, Langholm C, Kumar M, Gupta S, Nagendra S, Reddy P, Rozatkar A, Sen Y, Shrivastava R, Singh R, Thirthalli J, Tugnawat D, Bhan A, Naslund J, Vaidyam A, Patel V, Keshavan M, Mehta U, Torous J, Ayatollahi H. Digital phenotyping correlates of mobile cognitive measures in schizophrenia: A multisite global mental health feasibility trial. PLOS Digital Health 2024;3(6):e0000526 View
  363. Jakob R, Narauskas J, Fleisch E, König L, Kowatsch T. Factors associated with adherence to a public mobile nutritional health intervention: Retrospective cohort study. Computers in Human Behavior Reports 2024;15:100445 View
  364. Baee S, Eberle J, Baglione A, Spears T, Lewis E, Behan H, Wang H, Funk D, Teachman B, E Barnes L. Early Attrition Prediction for Web-Based Interpretation Bias Modification to Reduce Anxious Thinking: Machine Learning Study (Preprint). JMIR Mental Health 2023 View
  365. Ooi P, Wilkinson G. Enhancing ethical codes with artificial intelligence governance – a growing necessity for the adoption of generative AI in counselling. British Journal of Guidance & Counselling 2024:1 View
  366. Aafjes‐van Doorn K. Feasibility of artificial intelligence‐based measurement in psychotherapy practice: Patients' and clinicians' perspectives. Counselling and Psychotherapy Research 2024 View
  367. Johnson E, Ismond K, Hyde A, Ezekowitz J, Wright G, Spiers J, Spence J, Thompson S, McNeely M, Zheng Y, Round J, Tymchuk S, Lee-Baggley D, Isley S, Corrick S, Minckler H, Tandon P. eMPower: An online Mind-body wellness Program for adults living with chronic health conditions: A three-armed randomized controlled trial protocol. Contemporary Clinical Trials 2024;145:107642 View
  368. Ferguson I, George G, Narine K, Turner A, McGhee Z, Bajwa H, Hart F, Carter S, Beard C. Acceptability and Engagement of a Smartphone-Delivered Interpretation Bias Intervention in a Sample of Black and Latinx Adults: Open Trial. JMIR Mental Health 2024;11:e56758 View
  369. Fitzsimmons‐Craft E, Rackoff G, Shah J, Strayhorn J, D'Adamo L, DePietro B, Howe C, Firebaugh M, Newman M, Collins L, Taylor C, Wilfley D. Effects of Chatbot Components to Facilitate Mental Health Services Use in Individuals With Eating Disorders Following Online Screening: An Optimization Randomized Controlled Trial. International Journal of Eating Disorders 2024 View
  370. Boucher E, Raiker J. Engagement and retention in digital mental health interventions: a narrative review. BMC Digital Health 2024;2(1) View
  371. Schubert F, Schmidt N. Nudging for improving mental health treatment-seeking. Current Opinion in Psychology 2024;59:101857 View
  372. Huettemann R, Sevov B, Meister S, Fehring L. How to establish digital health ecosystems from the perspective of health service-organizations: A taxonomy developed based on expert interviews conducted as modified Delphi approach. DIGITAL HEALTH 2024;10 View
  373. Murray A, Thye M, Obsuth I, Cai S, Lui M, Orr C, Saravanan A. A narrative review to identify promising approaches for digital health interventions to support emotion regulation for adolescents with ADHD (Preprint). JMIR Mental Health 2024 View
  374. Lintula S, Sourander A, Hinkka-Yli-Salomäki S, Ristkari T, Kinnunen M, Kurki M, Marjamäki A, Gyllenberg D, Kim H, Baumel A. Enrollment and completion rates of a nationwide guided digital parenting program for children with disruptive behavior before and during COVID-19. European Child & Adolescent Psychiatry 2024 View
  375. Klapow M, Rosenblatt A, Lachman J, Gardner F. The Feasibility and Acceptability of Using a Digital Conversational Agent (Chatbot) for Delivering Parenting Interventions: Systematic Review. JMIR Pediatrics and Parenting 2024;7:e55726 View
  376. Thompson M, Radunz M, Wade T, Balzan R. Bridging the gap: Can single session interventions help enhance mental health treatment delivery for young people in Australia?. Australian & New Zealand Journal of Psychiatry 2024;58(10):829 View
  377. Yoon S, Goh H, Low X, Weng J, Heaukulani C. User perceptions and utilisation of features of an AI-enabled workplace digital mental wellness platform ‘mindline at work’. BMJ Health & Care Informatics 2024;31(1):e101045 View
  378. Fürtjes S, Al-Assad M, Kische H, Beesdo-Baum K. Mental health apps within the healthcare system: associations with stigma and mental health literacy. Archives of Public Health 2024;82(1) View
  379. Schaab B, Cunha L, Silveira D, da Silva P, Ballejos K, Diaz G, Kaiser V, Calvetti P, Cazella S, Barros H, Reppold C. A pilot study of a new app based on self-compassion for the prevention and promotion of mental health among Brazilian college students. Frontiers in Psychology 2024;15 View
  380. Vivas A, Estévez A, Khan I, Roldán-Tapia L, Markelius A, Nielsen S, Lowe R. DigiDOP: A framework for applying digital technology to the Differential Outcomes Procedure (DOP) for cognitive interventions in persons with neurocognitive disorders. Neuroscience & Biobehavioral Reviews 2024;165:105838 View
  381. White J, Toussaert S, Raiff B, Salem M, Chiang A, Crane D, Warrender E, Lyles C, Abroms L, Westmaas J, Thrul J. Evaluating the Impact of a Game (Inner Dragon) on User Engagement Within a Leading Smartphone App for Smoking Cessation: A Randomized Controlled Trial (Preprint). Journal of Medical Internet Research 2024 View
  382. Vadhan N, Treloar Padovano H, Muench F, Levak S, Allen N. Self‐reported alcohol consumption during participation in a text messaging‐based online drinking moderation platform. Alcohol, Clinical and Experimental Research 2024;48(9):1784 View
  383. Goldberg S, Kendall A, Hirshberg M, Dahl C, Nahum-Shani I, Davidson R, Bray B. Is Dosage of a Meditation App Associated With Changes in Psychological Distress? It Depends on How You Ask. Clinical Psychological Science 2024 View
  384. Maistrello G, Phillips W, Lee D, Romanelli R. Utilization and engagement with an employer-provided digital mental health platform: An international perspective. DIGITAL HEALTH 2024;10 View
  385. Kaveladze B, Shkel J, Le S, Marcotte V, Rushton K, Nguyen T, Schueller S. Crowdsourcing integrated into a digital mental health platform for anxiety and depression: A pilot randomized controlled trial. Internet Interventions 2024:100774 View
  386. Alvarez‐Jimenez M, Nicholas J, Valentine L, Liu P, Mangelsdorf S, Baker S, Gilbertson T, O'Loughlin G, McEnery C, McGorry P, Gleeson J, Cross S. A national evaluation of a multi‐modal, blended, digital intervention integrated within Australian youth mental health services. Acta Psychiatrica Scandinavica 2024 View
  387. Fitzpatrick S, Crenshaw A, Donkin V, Collins A, Xiang A, Earle E, Goenka K, Varma S, Bushe J, McFadden T, Librado A, Monson C. We Have Spent Time, Money, and Effort Making Self-Help Digital Mental Health Interventions: Is Anyone Going to Come to the Party?. Journal of Medical Internet Research 2024;26:e58198 View
  388. Jaso-Yim B, Eyllon M, Sah P, Pennine M, Welch G, Schuler K, Orth L, O'Dea H, Rogers E, Murillo L, Barnes J, Hoyler G, Peloquin G, Jarama K, Nordberg S, Youn S. Evaluation of the impact of a digital care navigator on increasing patient registration with digital mental health interventions in routine care. Internet Interventions 2024;38:100777 View
  389. Dwyer B, Flathers M, Burns J, Mikkelson J, Perlmutter E, Chen K, Ram N, Torous J. Assessing Digital Phenotyping for App Recommendations and Sustained Engagement: A Pilot Study (Preprint). JMIR Formative Research 2024 View
  390. 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
  391. Spethmann S, Hindricks1 G, Köhler K, Störk S, Angermann C, Boehm M, Assmus B, Winkler S, Moeckel M, Mittermaier M, Lelgemann M, Reuter D, Bosch R, Albrecht A, von Haehling S, Helms T, Sack S, Bekfani T, Gröschel J, Koehler M, Melzer C, Wintrich J, Zippel-Schulz B, Ertl G, Vogelmeier C, Dagres N, Zernikow J, Köhler F. Telemonitoring for Chronic Heart Failure: A narrative review of the 20-Year Journey from Concept to Standard Care in Germany (Preprint). Journal of Medical Internet Research 2024 View
  392. 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
  393. Dreischor F, Dancet E, Lambalk C, van Lunsen H, Besselink D, van Disseldorp J, Boxmeer J, Brinkhuis E, Cohlen B, Hoek A, de Hundt M, Janssen C, Lambers M, Maas J, Nap A, Perquin D, Verberg M, Verhoeve H, Visser J, van der Voet L, Mochtar M, Goddijn M, Laan E, van Wely M, Custers I. The web-based Pleasure&Pregnancy programme in the treatment of unexplained infertility: a randomized controlled trial. Human Reproduction 2024 View
  394. Sanchez Ortuño M, Pecune F, Coelho J, Micoulaud-Franchi J, Salles N, Auriacombe M, Serre F, Levavasseur Y, De Sevin E, Sagaspe P, Philip P. Determinants of Dropout from a Virtual-Agent Based App for Insomnia Management: An Analysis in a Longitudinal, Self-Selected Sample of Users with Insomnia Symptoms (Preprint). JMIR Mental Health 2023 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