Mapping VR, AR, and AI-Based Mental Health Interventions: A Bibliometric Analysis, 1996–2024
DOI:
https://doi.org/10.36312/e-saintika.v10i2.2592Keywords:
Virtual Reality, Augmented Reality, Artificial Intelligence, Mental Health, Digital Therapeutics, Bibliometric AnalysisAbstract
This study maps the development, scholarly impact, thematic structure, and international collaboration patterns of research on virtual reality (VR)-, augmented reality (AR)-, and artificial intelligence (AI)-based mental health interventions. Bibliographic records were retrieved from Scopus on November 7, 2024, and analyzed using Biblioshiny. The dataset comprised 282 documents published between 1996 and 2024; therefore, the 2024 publication count represents partial-year coverage. Descriptive performance analysis, citation analysis, co-authorship analysis, keyword co-occurrence mapping, and topic-trend analysis were applied. The literature showed an annual growth rate of 14.47%, an average of 25.94 citations per document, and an international co-authorship rate of 19.15%. The United States, the United Kingdom, and Italy were prominent contributors, whereas Africa, South America, and many low- and middle-income countries remained underrepresented. The citation and thematic structures were dominated by VR, particularly virtual reality exposure therapy for posttraumatic stress disorder, anxiety, and phobias. AR- and AI-related therapeutic applications were included in the broader research landscape but were less prominent in the mapped networks and influential-document rankings. By examining VR, AR, and AI within a single bibliometric framework, this study identifies imbalances in technological maturity, therapeutic focus, and global research participation. Future progress requires stronger clinical validation, transparent and reproducible methods, culturally adapted interventions, ethical governance, cost-sensitive implementation, and more equitable international collaboration.
Downloads
References
Abilash, K., Sindhuja Manisha Kamini, P., & Joshi, R. (2025). Navigating Post-Pandemic Mental Health Challenges: Unleashing the Potential of Artificial Intelligence. In Healthc.Informatics Innovation Post-COVID-19 Pandemic (pp. 55–64). CRC Press; Scopus. https://doi.org/10.1201/9781003485629-5
Albakri, G., Bouaziz, R., Alharthi, W., Kammoun, S., Al-Sarem, M., Saeed, F., & Hadwan, M. (2022). Phobia exposure therapy using virtual and augmented reality: A systematic review. Applied Sciences, 12(3), 1672.
Alruwaili, M. M., Shaban, M., & Elsayed Ramadan, O. M. (2023). Digital Health Interventions for Promoting Healthy Aging: A Systematic Review of Adoption Patterns, Efficacy, and User Experience. Sustainability, 15(23), 16503. https://doi.org/10.3390/su152316503
Appel, L., Appel, E., Bogler, O., Wiseman, M., Cohen, L., Ein, N., Abrams, H. B., & Campos, J. L. (2020). Older Adults With Cognitive and/or Physical Impairments Can Benefit From Immersive Virtual Reality Experiences: A Feasibility Study. Frontiers in Medicine, 6, 329. https://doi.org/10.3389/fmed.2019.00329
Aria, M., & Cuccurullo, C. (2017). bibliometrix: An R-tool for comprehensive science mapping analysis. Journal of Informetrics, 11(4), 959–975. https://doi.org/10.1016/j.joi.2017.08.007
Carneiro, L., & Gomes, A. (2025). Applications of artificial intelligence use in therapeutic interventions: A multidisciplinary approach. In AI in Ment. Health: Innova., Chall., and Collab. Pathw. (pp. 167–211). IGI Global; Scopus. https://doi.org/10.4018/979-8-3373-5072-1.ch008
Castro, M. J., Rodriguez, R. J., Hudson, B., Weersing, V. R., Kipke, M., Peterson, B. S., & West, A. E. (2023). Delivery of Cognitive Behavioral Therapy With Diverse, Underresourced Youth Using Telehealth: Advancing Equity Through Consumer Perspectives. Evidence-Based Practice in Child and Adolescent Mental Health, 8(2), 206–220. https://doi.org/10.1080/23794925.2022.2062687
Cieślik, B., Mazurek, J., Rutkowski, S., Kiper, P., Turolla, A., & Szczepańska-Gieracha, J. (2020). Virtual reality in psychiatric disorders: A systematic review of reviews. Complementary Therapies in Medicine, 52, 102480. https://doi.org/10.1016/j.ctim.2020.102480
David, D., Cristea, I., & Hofmann, S. G. (2018). Why cognitive behavioral therapy is the current gold standard of psychotherapy. Frontiers in Psychiatry, 9, 4.
Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lim, W. M. (2021). How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133, 285–296. https://doi.org/10.1016/j.jbusres.2021.04.070
Emmelkamp, P. M. G., & Meyerbröker, K. (2021). Virtual Reality Therapy in Mental Health. Annual Review of Clinical Psychology, 17(1), 495–519. https://doi.org/10.1146/annurev-clinpsy-081219-115923
Emmelkamp, P. M. G., Meyerbröker, K., & Morina, N. (2020). Virtual Reality Therapy in Social Anxiety Disorder. Current Psychiatry Reports, 22(7), 32. https://doi.org/10.1007/s11920-020-01156-1
Espejo, G., Reiner, W., & Wenzinger, M. (2023). Exploring the Role of Artificial Intelligence in Mental Healthcare: Progress, Pitfalls, and Promises. Cureus. https://doi.org/10.7759/cureus.44748
Falagas, M. E., Pitsouni, E. I., Malietzis, G. A., & Pappas, G. (2008). Comparison of PubMed, Scopus, Web of Science, and Google Scholar: Strengths and weaknesses. The FASEB Journal, 22(2), 338–342. https://doi.org/10.1096/fj.07-9492LSF
Farra, S. L., Gneuhs, M., Hodgson, E., Kawosa, B., Miller, E. T., Simon, A., Timm, N., & Hausfeld, J. (2019). Comparative Cost of Virtual Reality Training and Live Exercises for Training Hospital Workers for Evacuation. CIN - Computers Informatics Nursing, 37(9), 446–454. https://doi.org/10.1097/CIN.0000000000000540
Felnhofer, A., Pfannerstill, F., Gänsler, L., Kothgassner, O. D., Humer, E., Büttner, J., & Probst, T. (2025). Barriers to adopting therapeutic virtual reality: The perspective of clinical psychologists and psychotherapists. Frontiers in Psychiatry, 16, 1549090. https://doi.org/10.3389/fpsyt.2025.1549090
Ficarra, B. (2020). Virtual reality, augmented reality, and mixed reality. Emerging Technologies for Nurses: Implications for Practice, 95–126.
Glegg, S. M. N., & Levac, D. E. (2018). Barriers, Facilitators and Interventions to Support Virtual Reality Implementation in Rehabilitation: A Scoping Review. PM&R, 10(11), 1237. https://doi.org/10.1016/j.pmrj.2018.07.004
Greenwood, H., Krzyzaniak, N., Peiris, R., Clark, J., Scott, A. M., Cardona, M., Griffith, R., & Glasziou, P. (2022). Telehealth versus face-to-face psychotherapy for less common mental health conditions: Systematic review and meta-analysis of randomized controlled trials. JMIR Mental Health, 9(3), e31780.
Gregg, L., & Tarrier, N. (2007). Virtual reality in mental health: A review of the literature. Social Psychiatry and Psychiatric Epidemiology, 42(5), 343–354. https://doi.org/10.1007/s00127-007-0173-4
Halkiopoulos, C., & Gkintoni, E. (2025). The Role of Machine Learning in AR/VR-Based Cognitive Therapies: A Systematic Review for Mental Health Disorders. Electronics (Switzerland), 14(6). Scopus. https://doi.org/10.3390/electronics14061110
Harris, S. R., Kemmerling, R. L., & North, M. M. (2002). Brief Virtual Reality Therapy for Public Speaking Anxiety. CyberPsychology & Behavior, 5(6), 543–550. https://doi.org/10.1089/109493102321018187
Hoffman, H. G. (2004). Virtual-Reality Therapy. Scientific American, 291(2), 58–65. https://doi.org/10.1038/scientificamerican0804-58
Ioannidou, L., Argyriadi, A., & Argyriadis, A. (2025). The role of AI in children’s mental health and well-being empowerment. In AI in Ment. Health: Innova., Chall., and Collab. Pathw. (pp. 23–39). IGI Global; Scopus. https://doi.org/10.4018/979-8-3373-5072-1.ch002
Iqbal, A. I., Aamir, A., Hammad, A., Hafsa, H., Basit, A., Oduoye, M. O., Anis, M. W., Ahmed, S., Younus, M. I., & Jabeen, S. (2024). Immersive Technologies in Healthcare: An In-Depth Exploration of Virtual Reality and Augmented Reality in Enhancing Patient Care, Medical Education, and Training Paradigms. Journal of Primary Care and Community Health, 15. https://doi.org/10.1177/21501319241293311
Jalil, J., Volle, D., Zhu, T., & Sassounian, M. (2024). Depression, Anxiety, and Other Mood Disorders. In M. R. Wasserman, D. Bakerjian, S. Linnebur, S. Brangman, M. Cesari, & S. Rosen (Eds.), Geriatric Medicine: A Person Centered Evidence Based Approach (pp. 1111–1153). Springer International Publishing. https://doi.org/10.1007/978-3-030-74720-6_88
Jermsittiparsert, K., & Marzo, R. R. (2024). AI technologies and advancements for psychological well-being and healthcare. In AI Technol. And Adv. For Psychol. Well-Being and Healthc. (p. 486). IGI Global; Scopus. https://doi.org/10.4018/979-8-3693-9158-7
Jurcik, T., Zaremba-Pike, S., Kosonogov, V., Mohammed, A.-R., Krasavtseva, Y., Sawada, T., Samarina, I., Buranova, N., Adu, P., & Sergeev, N. (2024). The efficacy of augmented reality exposure therapy in the treatment of spider phobia—A randomized controlled trial. Frontiers in Psychology, 15, 1214125.
Khawaja, Z., & Bélisle-Pipon, J.-C. (2023). Your robot therapist is not your therapist: Understanding the role of AI-powered mental health chatbots. Frontiers in Digital Health, 5, 1278186.
Klinger, E., Bouchard, S., Légeron, P., Roy, S., Lauer, F., Chemin, I., & Nugues, P. (2005). Virtual Reality Therapy Versus Cognitive Behavior Therapy for Social Phobia: A Preliminary Controlled Study. CyberPsychology & Behavior, 8(1), 76–88. https://doi.org/10.1089/cpb.2005.8.76
Lee, Y., Ragguett, R.-M., Mansur, R. B., Boutilier, J. J., Rosenblat, J. D., Trevizol, A., Brietzke, E., Lin, K., Pan, Z., & Subramaniapillai, M. (2018). Applications of machine learning algorithms to predict therapeutic outcomes in depression: A meta-analysis and systematic review. Journal of Affective Disorders, 241, 519–532.
Leong, W. Y. (2025). Exploring Virtual Reality as a Medium for Cognitive Behavioral Treatment. Proc. Int. Colloq. Signal Process. Its Appl., CSPA, 2025, 129–133. Scopus. https://doi.org/10.1109/CSPA64953.2025.10932980
Lindner, P. (2021). Better, Virtually: The Past, Present, and Future of Virtual Reality Cognitive Behavior Therapy. International Journal of Cognitive Therapy, 14(1), 23–46. https://doi.org/10.1007/s41811-020-00090-7
Malik, S., & Surbhi, A. (2024). Artificial Intelligence in Mental Health landscape: A Qualitative analysis of Ethics and Law. In Roy D. & Fragulis G. (Eds.), AIP Conf. Proc. (Vol. 3220, Issue 1). American Institute of Physics; Scopus. https://doi.org/10.1063/5.0234994
Malouin-Lachance, A., Capolupo, J., Laplante, C., & Hudon, A. (2025). Does the Digital Therapeutic Alliance Exist? Integrative Review. JMIR Mental Health, 12. Scopus. https://doi.org/10.2196/69294
Mittal, A., Dumka, L., & Mohan, L. (2023). A Comprehensive Review on the Use of Artificial Intelligence in Mental Health Care. Int. Conf. Comput. Commun. Netw. Technol., ICCCNT. 2023 14th International Conference on Computing Communication and Networking Technologies, ICCCNT 2023. Scopus. https://doi.org/10.1109/ICCCNT56998.2023.10308255
Morina, N., Ijntema, H., Meyerbröker, K., & Emmelkamp, P. M. G. (2015). Can virtual reality exposure therapy gains be generalized to real-life? A meta-analysis of studies applying behavioral assessments. Behaviour Research and Therapy, 74, 18–24. https://doi.org/10.1016/j.brat.2015.08.010
Omarov, B., Zhumanov, Z., Gumar, A., & Kuntunova, L. (2023). Artificial Intelligence Enabled Mobile Chatbot Psychologist using AIML and Cognitive Behavioral Therapy. International Journal of Advanced Computer Science and Applications, 14(6). https://doi.org/10.14569/IJACSA.2023.0140616
Park, M. J., Kim, D. J., Lee, U., Na, E. J., & Jeon, H. J. (2019). A Literature Overview of Virtual Reality (VR) in Treatment of Psychiatric Disorders: Recent Advances and Limitations. Frontiers in Psychiatry, 10, 505. https://doi.org/10.3389/fpsyt.2019.00505
Pavlopoulos, A., Rachiotis, T., & Maglogiannis, I. (2024). An Overview of Tools and Technologies for Anxiety and Depression Management Using AI. Applied Sciences, 14(19), Article 19. https://doi.org/10.3390/app14199068
Punia, A., Bhakuni, P., & Sharma, N. (2025). Development of AI-and NLP-Driven Chatbots and Virtual Assistants for Mental Health Support. In Transforming Neuropsychology and Cognitive Psychology With AI and Machine Learning (pp. 229–262). IGI Global; Scopus. https://doi.org/10.4018/979-8-3693-9341-3.ch010
Riva, G., Wiederhold, B. K., & Mantovani, F. (2019). Neuroscience of Virtual Reality: From Virtual Exposure to Embodied Medicine. Cyberpsychology, Behavior, and Social Networking, 22(1), 82–96. https://doi.org/10.1089/cyber.2017.29099.gri
Singha, R., & Singha, S. (2024). Mental health treatment: Exploring the potential of augmented reality and virtual reality. In Applic. Of Virtual and Augmented Reality for Health and Wellbeing (pp. 91–110). IGI Global; Scopus. https://doi.org/10.4018/979-8-3693-1123-3.ch006
Terra, M., Baklola, M., Ali, S., & El-Bastawisy, K. (2023). Opportunities, applications, challenges and ethical implications of artificial intelligence in psychiatry: A narrative review. The Egyptian Journal of Neurology, Psychiatry and Neurosurgery, 59(1), 80. https://doi.org/10.1186/s41983-023-00681-z
Thirupathi, L., Kaashipaka, V., Dhanaraju, M., & Katakam, V. (2024). AI and IoT in Mental Health Care: From Digital Diagnostics to Personalized, Continuous Support. In Intelligent Systems and IoT Applications in Clinical Health (pp. 271–293). IGI Global; Scopus. https://doi.org/10.4018/979-8-3693-8990-4.ch012
Toffolo, M. B., Fehribach, J. R., Van Klaveren, C. P., Cornelisz, I., Van Straten, A., Van Gelder, J.-L., & Donker, T. (2022). Automated app-based augmented reality cognitive behavioral therapy for spider phobia: Study protocol for a randomized controlled trial. Plos One, 17(7), e0271175.
Vailati Riboni, F., Comazzi, B., Bercovitz, K., Castelnuovo, G., Molinari, E., & Pagnini, F. (2020). Technologically-enhanced psychological interventions for older adults: A scoping review. BMC Geriatrics, 20(1), 191. https://doi.org/10.1186/s12877-020-01594-9
Weaver, A., & Himle, J. A. (2017). Cognitive–behavioral therapy for depression and anxiety disorders in rural settings: A review of the literature. Journal of Rural Mental Health, 41(3), 189.
Yeung, A. W. K., Tosevska, A., Klager, E., Eibensteiner, F., Laxar, D., Stoyanov, J., Glisic, M., Zeiner, S., Kulnik, S. T., Crutzen, R., Kimberger, O., Kletecka-Pulker, M., Atanasov, A. G., & Willschke, H. (2021). Virtual and Augmented Reality Applications in Medicine: Analysis of the Scientific Literature. Journal of Medical Internet Research, 23(2), e25499. https://doi.org/10.2196/25499
Zupic, I., & Čater, T. (2015). Bibliometric Methods in Management and Organization. Organizational Research Methods, 18(3), 429–472. https://doi.org/10.1177/1094428114562629
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Jurnal Penelitian dan Pengkajian Ilmu Pendidikan: e-Saintika

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Authors who publish with Jurnal Penelitian dan Pengkajian Ilmu Pendidikan: e-Saintika agree to the following terms:
- For all articles published in Jurnal Penelitian dan Pengkajian Ilmu Pendidikan: e-Saintika, copyright is retained by the authors. Authors give permission to the publisher to announce the work with conditions. When the manuscript is accepted for publication, the authors agrees to implement a non-exclusive transfer of publishing rights to the journals.
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-ShareAlike 4.0 International License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

