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

Reviews in Digital Mental Health (298) Methods and New Tools in Mental Health Research (573) AI-Powered Therapy Bots and Virtual Companions in Digital Mental Health (32) Diagnostic Tools in Mental Health (332) Mobile Health in Psychiatry (547) Ethics, Privacy, and Legal Issues (637) Responsible Health AI (66) Generative Language Models Including ChatGPT (759) Digital Mental Health Interventions, e-Mental Health and Cyberpsychology (2209) Artificial Intelligence (2251)

Published on in Vol 12 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/70610, first published .
The Application and Ethical Implication of Generative AI in Mental Health: Systematic Review

The Application and Ethical Implication of Generative AI in Mental Health: Systematic Review

The Application and Ethical Implication of Generative AI in Mental Health: Systematic Review

Authors of this article:

Xi Wang1 Author Orcid Image ;   Yujia Zhou2 Author Orcid Image ;   Guangyu Zhou1 Author Orcid Image
Article Authors Cited by (9) Tweetations (11) Metrics

Journals

  1. Clark A. The Ability of AI Therapy Bots to Set Limits With Distressed Adolescents: Simulation-Based Comparison Study. JMIR Mental Health 2025;12:e78414 View
  2. Wislocki K, Sami S, Liberzon G, Zalta A. Comparing Generative Artificial Intelligence and Mental Health Professionals for Clinical Decision-Making With Trauma-Exposed Populations: Vignette-Based Experimental Study. JMIR Mental Health 2025;12:e80801 View
  3. Pacyna J, Anzabi M, Stroud A, Wise J, Sharp R. Patient concerns about AI-based voice analysis in healthcare. BMC Digital Health 2025;3(1) View
  4. Bodner R, Lim K, Schneider R, Torous J. Efficacy and risks of artificial intelligence chatbots for anxiety and depression: a narrative review of recent clinical studies. Current Opinion in Psychiatry 2026;39(1):19 View
  5. Daovisan H. Unlocking New Insights for Artificial Intelligence in Applied Psychology: A Bibliometric Analysis and Knowledge Mapping Study. Journal of Technology in Behavioral Science 2025 View
  6. Saladie N, Llorente C, Joosten R, Revuelta G. Images of depression: a comparison between mass media and AI-generated pictures (Preprint). JMIR Human Factors 2025 View
  7. Dong J, Chen X, Lyu C, Wu M, Ruan C, Yan F, Zhang D. Attitudes of psychiatric nurses towards the integration of artificial intelligence applications to clinical care: a qualitative study in China. BMC Nursing 2026;25(1) View
  8. Voultsiou E, Moussiades L. A Systematic Review of Large Language Models in Mental Health: Opportunities, Challenges, and Future Directions. Electronics 2026;15(3):524 View

Conference Proceedings

  1. Vimal S, Harshini R, Sankari D, Srinithi D. 2025 10th International Conference on Smart Structures and Systems (ICSSS). AI-Powered Bilingual Chatbot for Promoting Mental Health Awareness in Rural Communities View