Published on in Vol 25 (2023)
Preprints (earlier versions) of this paper are
available at
https://preprints.jmir.org/preprint/43051, first published
.

Journals
- Booth F, Potts C, Bond R, Mulvenna M, Kostenius C, Dhanapala I, Vakaloudis A, Cahill B, Kuosmanen L, Ennis E. A Mental Health and Well-Being Chatbot: User Event Log Analysis. JMIR mHealth and uHealth 2023;11:e43052 View
- Mitsea E, Drigas A, Skianis C. Digitally Assisted Mindfulness in Training Self-Regulation Skills for Sustainable Mental Health: A Systematic Review. Behavioral Sciences 2023;13(12):1008 View
- Schillings C, Meißner E, Erb B, Bendig E, Schultchen D, Pollatos O. Effects of a Chatbot-Based Intervention on Stress and Health-Related Parameters in a Stressed Sample: Randomized Controlled Trial. JMIR Mental Health 2024;11:e50454 View
- 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
- Laymouna M, Ma Y, Lessard D, Schuster T, Engler K, Lebouché B. Roles, Users, Benefits, and Limitations of Chatbots in Health Care: Rapid Review. Journal of Medical Internet Research 2024;26:e56930 View
- Dinesh D, Rao M, Sinha C. Language adaptations of mental health interventions: User interaction comparisons with an AI-enabled conversational agent (Wysa) in English and Spanish. DIGITAL HEALTH 2024;10 View
- Kostenius C, Lindstrom F, Potts C, Pekkari N. Young peoples’ reflections about using a chatbot to promote their mental wellbeing in northern periphery areas - a qualitative study. International Journal of Circumpolar Health 2024;83(1) View
- Mitsea E, Drigas A, Skianis C. Artificial Intelligence, Immersive Technologies, and Neurotechnologies in Breathing Interventions for Mental and Emotional Health: A Systematic Review. Electronics 2024;13(12):2253 View
- Akpan I, Kobara Y, Owolabi J, Akpan A, Offodile O. Conversational and generative artificial intelligence and human–chatbot interaction in education and research. International Transactions in Operational Research 2025;32(3):1251 View
- Indah Permatasari R, Parama Artha D, Satria Wiratama B, Wulandari H, Sato H, El Wahed A, Frutos R, Wibawa T, Prabandari R, Hasanbasri M, Ramadona A, Rauf A, Wiratama B, Maula A. Overview of chatbot usage on mental health: A scoping review. BIO Web of Conferences 2024;132:05002 View
- Rządeczka M, Sterna A, Stolińska J, Kaczyńska P, Moskalewicz M. The Efficacy of Conversational AI in Rectifying the Theory-of-Mind and Autonomy Biases: Comparative Analysis. JMIR Mental Health 2025;12:e64396 View
- Taiwo O, Al‐Bander B. Emotion‐aware psychological first aid: Integrating BERT‐based emotional distress detection with Psychological First Aid‐Generative Pre‐Trained Transformer chatbot for mental health support. Cognitive Computation and Systems 2025;7(1) View
- Cilar Budler L, Stiglic G. Ethical approval and informed consent in mental health research: a scoping review. AI & SOCIETY 2025;40(8):6571 View
- McCarren L, Kuoppamäki S. Voice-guided digital mindfulness among older adults: A qualitative study on design preferences, routines, and well-being (Preprint). JMIR Human Factors 2024 View
- Hipgrave L, Goldie J, Dennis S, Coleman A. Balancing risks and benefits: clinicians’ perspectives on the use of generative AI chatbots in mental healthcare. Frontiers in Digital Health 2025;7 View
- KUMAR S, Kumar A, Amba Prasanna A. Case Study: Augmented Reality Enabled Mental Health Chatbot. Global Clinical Engineering Journal 2025;7(2):49 View
- Algumaei A, Yaacob N, Doheir M, Al-Andoli M, Algumaie M. Symmetric Therapeutic Frameworks and Ethical Dimensions in AI-Based Mental Health Chatbots (2020–2025): A Systematic Review of Design Patterns, Cultural Balance, and Structural Symmetry. Symmetry 2025;17(7):1082 View
- Bucher A, Egger S, Vashkite I, Wu W, Schwabe G. “It’s Not Only Attention We Need”: Systematic Review of Large Language Models in Mental Health Care. JMIR Mental Health 2025;12:e78410 View
- Hua Y, Siddals S, Ma Z, Galatzer‐Levy I, Xia W, Hau C, Na H, Flathers M, Linardon J, Ayubcha C, Torous J. Charting the evolution of artificial intelligence mental health chatbots from rule‐based systems to large language models: a systematic review. World Psychiatry 2025;24(3):383 View
- Tomasz Ufniarski , Maria Ufniarska , Aleksandra Piech , Karolina Pasierb , Karol Poplicha , Martyna Grodzińska , Bartłomiej Siuzdak , Justyna Moszkowicz , Piotr Sobkiewicz , Patrycja Kardasz , Marta Jutrzenka , Patrycja Ucieklak . LARGE LANGUAGE MODEL BASED CHATBOTS – A CHANCE FOR CLOSING THE MENTAL HEALTH TREATMENT GAP OR A THREAT TO THE PUBLIC HEALTH? A NARRATIVE REVIEW. International Journal of Innovative Technologies in Social Science 2025;3(3(47)) View
- Alexander D, Alexander B, Martin T, Christoph J. The role of prompt, voice, and personality factors in the acceptance and evaluation of AI-generated mindfulness exercises. Scientific Reports 2025;15(1) View
- Wang Y, Farb N. An Exploratory Study of Chatbot-Based Mindfulness for Mental Health Support. Mindfulness 2025;16(11):3143 View
- Kuhail M, Al-Shamaileh O, Farooq S, Shahin H, Abdelzaher F, Thomas J, Kaura N. A Systematic Review on Mental Health Chatbots: Trends, Design Principles, Evaluation Methods, and Future Research Agenda. Human Behavior and Emerging Technologies 2025;2025(1) View
- Almeida K, Farias Y, Souza J. IMPACTO DA INTELIGÊNCIA ARTIFICIAL NA SAÚDE MENTAL DE JOVENS ADULTOS: BENEFÍCIOS, DESAFIOS E PERSPECTIVAS. REVISTA FOCO 2025;18(11):e10733 View
Books/Policy Documents
Conference Proceedings
- Oewel B, Arean P, Agapie E. Proceedings of the CHI Conference on Human Factors in Computing Systems. Approaches for tailoring between-session mental health therapy activities View
- Höhn S, Nasir J, Paikan A, Ziafati P, André E. ACM Conversational User Interfaces 2024. Using Large Language Models for Robot-Assisted Therapeutic Role-Play: Factuality is not enough! View
- V K H, R M B, Upreti C, Alex L. 2024 IEEE Students Conference on Engineering and Systems (SCES). Mental Health Chatbot View
- Liu T, Zhao H, Liu Y, Wang X, Peng Z. Proceedings of the 37th Annual ACM Symposium on User Interface Software and Technology. ComPeer: A Generative Conversational Agent for Proactive Peer Support View
- Mishra A, Singh A, Singh A, Chauhan M, Kamboj D. 2024 2nd International Conference on Networking, Embedded and Wireless Systems (ICNEWS). Analysis of Mental Health Disorders from Survey Reports using Time Series based Linear Regression View
- Mutinda S, Muchiri H. 2024 5th International Conference on Smart Sensors and Application (ICSSA). A Bi-Lingual Counselling Chatbot Application for Support of Gender Based Violence Victims in Kenya View
- 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
- S D, Raj A S, R V. 2025 International Conference on Intelligent Computing and Control Systems (ICICCS). MindMate: AI-Powered Multilingual Mental Health Chatbot with Personalized Voice and Text Support with Rasa and Streamlit View
- Sundarambal B, H A, Subramanian S, Karthikeyini C, G S, N K. 2025 International Conference on Data Science, Agents & Artificial Intelligence (ICDSAAI). Mental Healthcare Chatbots: Technological Advancements, Challenges, and Opportunities View
- H A, G S, Chaurasiya V, N K, Sundarambal B. 2025 International Conference on Data Science, Agents & Artificial Intelligence (ICDSAAI). A Multilingual Mental Health Support Chatbot with Regional Language Capabilities Based On the AMER Model View
- Zaman M, Rahman M, ur Rasul M, Zaman M, Islam Fahim M, Miami A, Islam Sakif M, Noor J. 2024 27th International Conference on Computer and Information Technology (ICCIT). A Data-Driven Insight to Enhancing Stress Management Through Chatbot Interaction Among Undergraduate Students View
- Benita J, Shamyuktha S, Devi M, Vineela P. 2025 International Conference on Computational Robotics, Testing and Engineering Evaluation (ICCRTEE). Breaking Language Barriers in Mental Health: A Multilingual Chatbot for Global Support View
- S S, Murugan D, Bhuyan A, Somvanshi B, P A. 2025 2nd International Conference on New Frontiers in Communication, Automation, Management and Security (ICCAMS). EmpowerMind: Accessible Mental Health Support App for Adolescents and PwDs View
