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

Mobile Health (mhealth) (3464) Web-based and Mobile Health Interventions (4018) Digital Mental Health Interventions, e-Mental Health and Cyberpsychology (2111) Engagement with and Adherence to Digital Health Interventions, Law of Attrition (638) Methods and New Tools in Mental Health Research (558) Behavior Change (863) Chatbots and Conversational Agents (740)

Published on in Vol 25 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/47198, first published .
User Engagement Clusters of an 8-Week Digital Mental Health Intervention Guided by a Relational Agent (Woebot): Exploratory Study

User Engagement Clusters of an 8-Week Digital Mental Health Intervention Guided by a Relational Agent (Woebot): Exploratory Study

User Engagement Clusters of an 8-Week Digital Mental Health Intervention Guided by a Relational Agent (Woebot): Exploratory Study

Authors of this article:

Valerie Hoffman1 Author Orcid Image ;   Megan Flom1 Author Orcid Image ;   Timothy Y Mariano1, 2, 3 Author Orcid Image ;   Emil Chiauzzi1 Author Orcid Image ;   Andre Williams1 Author Orcid Image ;   Andrew Kirvin-Quamme1 Author Orcid Image ;   Sarah Pajarito1 Author Orcid Image ;   Emily Durden1 Author Orcid Image ;   Olga Perski4, 5 Author Orcid Image
Article Authors Cited by (15) Tweetations (9) Metrics

Journals

  1. Gleason M, Flom M, Rapoport S, Williams A, Birch A, Wells N, Forman-Hoffman V, Robinson A. A Relational Agent Intervention for Adolescents Seeking Mental Health Treatment: Outcomes From a Randomized Controlled Trial Within a Children’s Outpatient Hospital. JAACAP Open 2025;3(4):1033 View
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  4. Smith A, Mangelsdorf S, Baker S, Jafari J, Alvarez-Jimenez M, Hitchcock C, Cross S. User Character Strengths and Engagement Prediction on a Digital Mental Health Platform for Young People: Longitudinal Observational Study. Journal of Medical Internet Research 2025;27:e73793 View
  5. Schäfer L, Krause T, Köhler S. Exploring user characteristics, motives, and expectations and the therapeutic alliance in the mental health conversational AI Clare®: a baseline study. Frontiers in Digital Health 2025;7 View
  6. Yap L, Ennis E, Mulvenna M, Martinez-Carracedo J. Defining and Measuring Engagement and Adherence in Digital Mental Health Interventions: Protocol for an Umbrella Review. JMIR Research Protocols 2025;14:e73438 View
  7. Fu W, Xu J, Jiang C, Liu S, Yang C, Qiu X. Associations among personality traits, emotional states, and self-management behaviors with quality of life in type 2 diabetes: a structural equation modeling approach examining emotional mediation. Frontiers in Psychology 2025;16 View
  8. Lungu B. Machines looping me: artificial intelligence, recursive selves and the ethics of de-looping. AI & SOCIETY 2025 View
  9. Zota R, Cîmpeanu I, Lungu M. Exploring AI in Healthcare Systems: A Study of Medical Applications and a Proposal for a Smart Clinical Assistant. Electronics 2025;14(18):3727 View
  10. Lee C, Joung E, Koh Y, Kim E, Son S, Kwon S, Lee U. 'In That Small Space with Just the Two of Us': User Experiences with Cumpa in a Robotic Counseling Center. Proceedings of the ACM on Human-Computer Interaction 2025;9(7):1 View
  11. Y. Wang A, Vereschagin M, G. Richardson C, J. Munthali R, Xie H, L. Hudec K, Mori T, Munro L, V. Vigo D. Examining the effects of engagement with an app-based mental health intervention: a secondary analysis of a randomized control trial with treatment non-compliance. International Journal of Mental Health Systems 2025;19(1) View
  12. Lin C, Cheng C, Xia Y, Wang R, Zhang L, Han L, Hai D, Dai C, Dai T, Cao L, Zhu X, Chen H, Zeng L, Ren C, Yang D, Wang Y, Zhang M, Mo Z, Chen Y, Shuai J, Yu R, Peng Y. Internet-delivered cognitive behavioral therapy for insomnia: The future of insomnia treatment with large language models. Sleep Medicine: X 2025;10:100157 View
  13. Serlet S. Les chatbots psychologiques : vers des « partenaires » utiles pour mieux orienter les patients ?. Psychologues et Psychologies 2025;n° 299(5):32 View
  14. ORSOLINI L, LONGO G, NUZZO G, VOLPE U. Digital therapeutics in depression and bipolar disorder: a comprehensive systematic review. Minerva Psychiatry 2025;66(3) View

Books/Policy Documents

  1. Avelino Gomez M. AI in Mental Health. View