[1] Bordin, E. S. (1979). The generalizability of the psychoanalytic concept of the working alliance.Psychotherapy: Theory, Research, Practice, Training, 16(3), 252-260. doi: 10.1037/h0085885
[2] Economist Impact. (2024). Rethinking mental health care: Harnessing new approaches. Retrived January 15, 2025 from https://assets.ctfassets.net/9crgcb5vlu43/3qCj2iM9UBraQsuAro5cYe/e7995a5f15895cee3ed61cc693d93173/bi_mental_health_care_report_a4-v7.pdf
[3] Ettman, C. K., & Galea, S. (2023). The potential influence of AI on population mental health. JMIR Ment Health,10, e49936. doi: 10.2196/49936
[4] Ferrara, E. (2024). Fairness and bias in artificial intelligence: A brief survey of sources, impacts, and mitigation strategies.Sci, 6, 3. doi: 10.3390/sci6010003
[5] Fitzpatrick K. K., Darcy A., & Vierhile M. (2017). Delivering cognitive behavior therapy to young adults with symptoms of depression and anxiety using a fully automated conversational agent (Woebot): A randomized controlled trial. JMIR Ment Health, 4(2), e7785. doi: 10.2196/mental.7785
[6] Fouad N. A., Grus C. L., Hatcher R. L., Kaslow N. J., Hutchings P. S., Madson M. B., .. & Crossman, R. E. (2009). Competency benchmarks: A model for understanding and measuring competence in professional psychology across training levels.Training and Education in Professional Psychology, 3(4), S5-S26. doi: 10.1037/a0015832
[7] Guo Z., Lai A., Thygesen J. H., Klinger E., Torous J., Cao B., & Jacobson N. C. (2024). Large language models for mental health applications: Systematic review.JMIR Mental Health, 11, e57400. doi: 10.2196/57400
[8] Heinz M. V., Mackin D. M., Trudeau B. M., Bhattacharya S., Wang Y., Banta H. A., .. & Jacobson, N. C. (2025). Randomized trial of a generative AI chatbot for mental health treatment.NEJM AI, 2(4). doi: 10.1056/AIoa2400802
[9] Iwaya L. H., Babar M. A., Rashid A., & Wijayarathna C. (2023). On the privacy of mental health apps: An empirical investigation and its implications for apps development.Empir Softw Eng, 28(1), 2. doi: 10.1007/s10664-022-10236-0
[10] Lee E. E., Torous J., De Choudhury M., Depp C. A., Graham S. A., Kim H. C., .. & Jeste, D. V. (2021). Artificial intelligence for mental health care: Clinical applications, barriers, facilitators, and artificial wisdom. Biol Psychiatry Cogn Neurosci Neuroimaging, 6(9), 856-864. doi: 10.1016/j.bpsc.2021.02.001
[11] Lucas G. M., Gratch J., King A., & Morency L. P. (2014). It’s only a computer: Virtual humans increase willingness to disclose. Comput Hum Behav, 37, 94-100. doi: 10.1016/j.chb.2014.04.043
[12] Maidaniuk I., Tetiana T. S. O. I., Hoian I., Doichyk M., Patlaichuk O., & Stupak O. (2022). The problem of artificial intelligence in contemporary philosophy.BRAIN, 13(4), 436-449.
[13] Morrow E., Zidaru T., Ross F., Mason C., Patel K. D., Ream M., & Stockley R. (2023). Artificial intelligence technologies and compassion in healthcare: A systematic scoping review. Front Psychol, 13, 971044. doi: 10.3389/fpsyg.2022.971044
[14] National Institute for Health Care Management Foundation. (2023). The behavioral health care workforce: Shortages and solutions. NIHCM Foundation.
[15] O’Neil, C. (2016). Weapons of math destruction: How big data increases inequality and threatens democracy. New York: Crown Publishers.
[16] Olawade D. B., Wada O. Z., Odetayo A., David-Olawade A. C., Asaolu F., & Eberhardt J. (2024). Enhancing mental health with artificial intelligence: Current trends and future prospects. J Med Surg Public Health,3, 100099. doi: 10.1016/j.glmedi.2024.100099
[17] Ovsyannikova D., Oldemburgo de Mello V., & Inzlicht M. (2025). Third-party evaluators perceive AI as more compassionate than expert humans.Communications Psychology, 3, 4. doi: 10.1038/s44271-024-00182-6
[18] Petana, G., & Rosa, C. A. (2020). Digital transformation and the impact in knowledge management. In KMIS (pp. 180-187). doi: 10.5220/0010134001800187
[19] Provoost S., Lau H. M., Ruwaard J., & Riper H. (2017). Embodied conversational agents in clinical psychology: A scoping review. J Med Int Res, 19(5), e151. doi: 10.2196/jmir.6553
[20] Rahsepar Meadi M., Sillekens T., Metselaar S., van der Drift, M. A., Cabibihan J. J., Apers S., .. & Olthof M. (2025). Exploring the ethical challenges of conversational AI in mental health care: Scoping review.JMIR Mental Health, 12, e60432. doi: 10.2196/60432
[21] Rollwage M., Habicht J., Juechems K., Ramlakhan S., & Fleming S. M. (2023). Using conversational AI to facilitate mental health assessments and improve clinical efficiency within psychotherapy services: Real-world observational study.JMIR AI, 2, e44358. doi: 10.2196/44358
[22] Rubin M., Arnon H., Huppert J. D., & Perry A. (2024). Considering the Role of Human Empathy in AI-Driven Therapy.JMIR Mental Health, 11, e56529. doi: 10.2196/56529
[23] Sartre J.-P.(2007). Existentialism is a humanism (C. Macomber, Trans.). Yale University Press. (Original work published 1946)
[24] Sharma A., Lin I. W., Miner A. S., Atkins D. C., & Althoff T. (2023). Human-AI collaboration enables more empathic conversations in text-based peer-to-peer mental health support.Nature Machine Intelligence, 5, 46-57. doi: 10.1038/s42256-022-00593-2
[25] Sisson, K. (2016). Shaping the world of work: Time for a UK jobs strategy (Warwick Papers in Industrial Relations, No. 105). Industrial Relations Research Unit, University of Warwick.
[26] Stade E. C., Stirman S. W., Ungar L. H., Boland C. L., Schwartz H. A., Yaden D. B., .. & Eichstaedt, J. C. (2024). Large language models could change the future of behavioral healthcare: A proposal for responsible development and evaluation.npj Mental Health Research, 3, 12. doi: 10.1038/s44184-024-00056-z
[27] Thakkar A., Gupta A., & De Sousa A. (2024). Artificial intelligence in positive mental health: a narrative review.Frontiers in Digital Health, 6, 1280235. doi: 10.3389/fdgth.2024.1280235
[28] Thapa, C., & Camtepe, S. (2021). Precision health data: Requirements, challenges and existing techniques for data security and privacy.Comput Biol Med, 129, 104130. doi: 10.1016/j.compbiomed.2020.104130
[29] Trautmann, S., Jürgen Rehm, & Hans:lrich Wittchen. (2016). The economic costs of mental disorders: Do our societies react appropriately to the burden of mental disorders?.Embo Reports, 17(9), e201642951.
[30] Timmons A. C., Duong J. B., Simo Fiallo N., Lee T., Vo H. P. Q., Ahle M. W., .. & Chaspari T. (2023). A call to action on assessing and mitigating bias in artificial intelligence applications for mental health.Perspectives on Psychological Science, 18(5), 1062-1096. doi: 10.1177/17456916221134490
[31] Weizenbaum, J. (1976). Computer power and human reason: From judgment to calculation. W. H. Freeman & Co.
[32] World Health Organization. (2022). World mental health report: Transforming mental health for all. Geneva: World Health Organization
