تحو تحولات العملية الإرشادية المدعومة بالذكاء الاصطناعي: تطبيقاتها وأخلاقياتها

 حسين، مها، السرحان، فايق. (2025). الإرشاد النفسي والتربوي في ضوء تطبيقات الذكاء الاصطناعي المعززة للرفاهية الرقمية (مراجعة ممنهجة). مجلة كلية التربية الأساسية للعلوم التربوية والإنسانية. 68 (17): 582-605.

 المضحي، حفصة، البقمي، براءة، الحربي، نجود، المطيري، مريم، عزب، نوف. (2025). استخدامات الذكاء الاصطناعي في مجال التوجيه والإرشاد النفسي: دراسة تحليلية، مجلة العلوم التربوية والنفسية. 9 (12): 118-9.

https://doi.org/10.26389/AJSRP.D170625

 حمدان، حلمي. (2024). توظيف الذكاء الاصطناعي والمنصات الإلكترونية التفاعلية في تصميم أنشطة الإرشاد والتوجيه. مجلة سلوك. 11 (1): 62-44.

 مصطفى، صفاء. (2024). أثر استخدام تطبيقات الذكاء الاصطناعي في تحسين عملية الإرشاد النفسي لعينة من المعلمين بإدارة دسوق التعليمية. المجلة العربية للآداب والدراسات الإنسانية. 1: 195-234.

 Aggarwal, A., Tam, C., Wu, D., Li, X., and Qiao, S. (2023). Artificial Intelligence-Based Chatbots for Promoting Health Behavioral Changes: Systematic Review. J Med Internet Res, 24;25:e40789.

https://doi.org/10.2196/40789

 Aktan, M., Turhan, Z. and Dolu, I. (2022). Attitude and perspectives towards the preference for artificial intelligence in psychotherapy. Computers in Human Behavior, ELSEVIR, 133:

https://doi.org/10.1016/j.chb.2022.107273

 Ali, M., Ali, S., Abbas, Q., Abbas, Z., and Lee, SW. (2025). Artificial intelligence for mental health: A narrative review of applications, challenges, and future directions in digital health. Digit Health, 17; https://doi.org/10.1177/20552076251395548

 American Psychological Association. (2023). Informing the Role of Congress in Artificial Intelligence Regulation. APA Services. https://www.apaservices.org/advocacy/news/congress-artificial-intelligence-regulation

 Beg, M., Verma, M., Verma, M., and Vishvak, M. (2025). Artificial Intelligence for Psychotherapy: A Review of the Current State and Future Directions. Indian Journal of Psychological Medicine, 47(4):314-325. https://doi.org/10.1177/02537176241260819

 Békés, V., and Aafjes-van Doorn, K. (2020). Psychotherapists’ attitudes toward online therapy during the COVID-19 pandemic. Journal of Psychotherapy Integration, 30 (2): 238–247.

https://doi.org/10.1037/int0000214

 Bloch-Atefi, A. (2025). Balancing Ethics and Opportunities: The role of AI in psychotherapy and counselling. Psychotherapy and Counselling Journal of Australia, 13 (1). https://doi.org/10.59158/001c.129884

 Borges, L., Kumaraswamy, A., Ponnusamy, S., Gopalsamy, R., and Madavanakadu, D. (2025). Artificial intelligence (AI) in psychological counseling: a double-edged sword demanding ethical precision. EXCLI Journal, 5 (24):1478-1481. https://doi.org/10.17179/excli2025-8737

 Braun, V. and Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3 (2), 77–101. https://doi.org/10.1191/1478088706qp063oa

 Chen, J., Yuan, D., Dong, R., Cai, J., Ai, Z and Zhou, S. (2024). Artificial intelligence significantly facilitates development in the mental health of college students: a bibliometric analysis. Front. Psychol, 15:

https://doi.org/10.3389/fpsyg.2024.1375294

 Cruz-Gonzalez, P., He, A., Lam, E., Ng, I., Li, M., Hou, R., Chan, J., Sahni, Y., Guasch, N., Miller, T., Lau, B. and Vidaña, D. (2025). Artificial intelligence in mental health care: A systematic review of diagnosis, monitoring, and intervention applications. Psychol Med, 55:e18. https://doi.org/10.1017/S0033291724003295

 Erdemir, N. and Sumbas, E. (2026). Integrating Artificial Intelligence into Psychological Counseling: A Narrative Review and Governance Framework. The Journal of Health Care Organization, Provision, and Financing, 63: 1-16. https://doi.org/10.1177/00469580261438322

 Evangelou, D., Mulders, M., and Träg, K. (2026). Bot or Not? Differences in Cognitive Load Between Human- and Chatbot-Led Post-Simulation Debriefings. Education Sciences, 16(2), 255.

https://doi.org/10.3390/educsci16020255

 Fiske, A., Henningsen, P., and Buyx, A. (2019). Your Robot Therapist Will See You Now: Ethical Implications of Embodied Artificial Intelligence in psychiatry, psychology, and psychotherapy. Journal of Medical Internet Research, 21 (5): https://doi.org/10.2196/13216

 Fulmer R. (2023). Counseling and Artificial Intelligence: Forging a Path Forward. Journal of Technology in Counselor Education and Supervision, 4 (1): https://doi.org/10.61888/2692-4129.1092

 Gardiner, H., and Mutebi, N. (2025). AI and mental healthcare: Ethical and regulatory considerations. UK Parliament. https://doi.org/10.58248/PN738

 Graham, S., Depp, C., Lee, E., Nebeker, C., Tu, X., Kim, H., and Jeste, D. (2019). Artificial intelligence for mental health and mental illnesses: An overview. Curr Psychiatry Rep, 21(11):116.

https://doi.org/10.1007/s11920-019-1094-0

 Gray, M., Baird, A., Sawyer, T., James, J., Debroux, T., Barlett, M., Krick, J. and Umoren, R. (2024). Increasing Realism and Variety of Virtual Patient Dialogues for Prenatal Counseling Education Through a Novel Application of ChatGPT: Exploratory Observational Study. JMIR Medical Education, 10: https://doi.org/10.2196/50705

 Green, B., Johnson, C. and Adams, A. (2006). Writing narrative literature reviews for peer-reviewed journals: Secrets of the trade. Journal of Chiropractic Medicine, 5 (3), 101–117. https://doi.org/10.1016/S0899-3467(07)60142-6

 Guo, Z., Lai, A., Thygesen, J., Farrington, J., Keen, T., and Kezhi, L. (2024). Large language models for mental health: A systematic review. JMIR Ment Health, 11: https://doi.org/10.2196/57400

Haque, M. and Rubya, S. (2023). An Overview of Chatbot-Based Mobile Mental Health App Insights From App Description and User Reviews. JMIR Mhealth Uhealth, 11:https://doi.org/10.2196/44838

Habicht, J., Dina, L., McFadyen, J., Stylianou, M., Harper, R., Hauser, T., and Rollwage, M. (2025). Generative AI-Enabled Therapy Support Tool for Improved Clinical Outcomes and Patient Engagement in Group Therapy: Real-World Observational Study. J Med Internet Res, 27: https://doi.org/10.2196/60435

Hua, Y., Siddals, S., Ma, Z., Galatzer-Levy, I., Xia, W., Hau, C., Na, H., Flathers, M., Linardon, J., Ayubcha, C. and Torous, J. (2025). Charting the evolution of artificial intelligence mental health chatbots from rule-based systems to large language models: a systematic review. World Psychiatry, (3):383-394. https://doi.org/10.1002/wps.21352

 Huang, W., Xing, Y., Zhao, F. and Wang, Y. (2026). Mobile apps, AI, and teletherapy: a comprehensive review of digital mental health tools for nurses. Front. Public Health, 13:

https://doi.org/10.3389/fpubh.2025.1686766

Iftikhar, Z., Xiao, A., Ransom, S., Huang, J., and Suresh, H. (2025). How LLM Counselors Violate Ethical Standards in Mental Health Practice: A Practitioner-Informed Framework. 8 (2): 1311-1323. Proceedings of the Eighth AAAI/ACM Conference on AI, Ethics, and Society, https://doi.org/10.1609/aies.v8i2.36632

 Jaiswal, C., Jaiswal, L., Kalia, N., & Sharma, O. (2025). Artificial Intelligence in Counseling: Evaluating Its Strengths, Limitations, and Ethical Considerations in Indian Schools. International Journal of Science and Social Science Research, 2(4), 328-331.

https://www.ijsssr.com/index.php/j/article/view/359/330

 Jeong, D., Lee, H., Yang, H., Park, J., and Lee, S. (2025). AI Integration in Counseling Training: Aiding counselors-in-Training in self-Efficacy Enhancement and Anxiety Reduction. Journal of Counseling Development, 103: 346-360. https://doi.org/10.1002/jcad.12560

 Lawrence, H., Schneider, R., Rubin, S., Matarić, M., McDuff, D., and Bell, M. (2024). The Opportunities and Risks of Large Language Models in Mental health. JMIR Mental Health, (11): 11:

https://doi.org/10.2196/59479

 Lei, X. (2025). The Ethical Challenges of AI-based Mental Health Interventions: Toward a Layered Accountability Framework. Communications in Humanities Research, 81,169-177.

https://doi.org/10.54254/2753-7064/2025.HT26261

 Ma, Y., Zeng, Y., Liu, T., Sun, R., Xiao, M., and Wang, J. (2024). Integrating large language models in mental health practice: a qualitative descriptive study based on expert interviews. Front Public Health, 12: https://doi.org/10.3389/fpubh.2024.1475867

 Marliana, T., Osman, S. B., Agustin, D., Mawarni, E. S., Azija, I., Trigono, A., & Wahyuningrum, M. A. (2026). Development of Ethical Guidelines for AI-Assisted Educational Counseling Decisions. International Journal of Research in Counseling, 4(2), 147–156.

https://doi.org/10.70363/ijrc.v4i2.302

 Meadi, M., Sillekens, T., Metselaar, S., Balkom, A., Bernstein, J. and Batelaan, N. (2025). Exploring the Ethical Challenges of Conversational AI in Mental Health Care: Scoping Review. JMIR Ment Health, 12: https://doi.org/10.2196/60432

 Mohamed, S., Naqishbandi, T., Bukhari, S., Rauf, I., Sawrikar, V., and Hussain, A. (2023). A hybrid mental health prediction model using Support Vector Machine, Multilayer Perceptron, and Random Forest algorithms. Healthcare Analytics, 3.

https://doi.org/10.1016/j.health.2023.100185

 Morley, J., Machado, C., Burr, C., Cowls, J., Joshi, I., Taddeo, M., and Floridi, L. (2020). The ethics of AI in health care: A mapping review. Soc Sci Med. 260:113172. https://doi.org/10.1016/j.socscimed.2020.113172

 Narimani, M. and Naeim, M. (2025). Artificial intelligence in mental health: integrating opportunities and challenges of multimodal deep learning for mental disorder prevention and treatment. Annals of Medicine & Surgery, 87 (9): 5757-5761.

https://doi.org/10.1097/MS9.0000000000003624

 Nazer LH, Zatarah R, Waldrip S, Ke JXC, Moukheiber M, Khanna AK, et al. (2023) Bias in artificial intelligence algorithms and recommendations for mitigation. PLOS Digit Health, 2(6):

https://doi.org/10.1371/journal.pdig.0000278

 Ni, Y., and Jia, F. (2025). A Scoping Review of AI-Driven Digital Interventions in Mental Health Care: Mapping Applications Across Screening, Support, Monitoring, Prevention, and Clinical Education. Healthcare, 13(10), 1205. https://doi.org/10.3390/healthcare13101205

 Olawade, D., Wada, O., Odetayo, A., David-Olawade, A., Asaolu, F. and Eberhardt, J. (2024). Enhancing mental health with Artificial Intelligence: Current trends and future prospects. Journal of Medicine, Surgery and Public Health, (3): https://doi.org/10.1016/j.glmedi.2024.100099

 Opland, C. and Torrico, T. (2024). Psychotherapy and Therapeutic relationship. (2024). In StatPearls. [Internet]. Treasure Island (FL): StatPearls Publishing. https://www.ncbi.nlm.nih.gov/books/NBK608012/

 Panduwiyasa, H. (2025). Leveraging AI-based digital systems in psychological interventions: a research opinion. Frontiers in Digital Health, 7:

https://doi.org/10.3389/fdgth.2025.1693504

 Paré, G., and Kitsiou, S. (2017). Handbook of eHealth Evaluation: An Evidence-based Approach. Chapter 9 (Methods for literature reviews). In F. Lau & C. Kuziemsky (Eds.). University of Victoria.

https://www.ncbi.nlm.nih.gov/books/NBK481583

 Pazer, S. (2024). Artificial Intelligence in Psychosocial Counseling: An Empirical Study of Mental Health Professionals’ Attitudes Toward AI Integration. International Journal of Engineering Applied Sciences and Technology, 9 (5): 61-67: https://doi.org/10.33564/IJEAST.2024.v09i05.007

 Pillay, Y. (2025). Ethical Decision-Making Guidelines for Mental Health Clinicians in the Artificial Intelligence (AI) Era. Healthcare, 13(23):3057. Healthcare, 13 (23): 3057. https://doi.org/10.3390/healthcare13233057

 Rousmaniere, T., Zhang, Y., Li, X., and Shah, S. (2025). Large language models as mental health resources: Patterns of use in the United States. Practice Innovations, Advance online publication,

https://dx.doi.org/10.1037/pri0000292

 Saeidnia, H., Fotami, S., Lund, B., and Ghiasi, N. (2024). Ethical Considerations in Artificial Intelligence Interventions for Mental Health and Well-Being: Ensuring Responsible Implementation and Impact. Social Sciences, 13(7): https://doi.org/10.3390/socsci13070381

 Saha, R., & Yadav, S. (2025). Artificial Intelligence and Mental Health: Opportunities & Challenges. Swami Vivekananda University Press, 1(2), 214–235. Retrieved from

https://swamivivekanandauniversitypress.com/index.php/svup/article/view/133

 Sukhera, J. (2022). Narrative reviews: Flexible, rigorous, and practical. Journal of Graduate Medical Education, 14(4), 414–417. DOI: http://dx.doi.org/10.4300/JGME-D-22-00480.1

 Svensson, E., Osika, W. and Carlbring, P. (2025). Commentary: Trustworthy and ethical AI in digital mental healthcare – wishful thinking or tangible goal?. Internet Interventions. SciencDirect, (41): https://doi.org/10.1016/j.invent.2025.100844

 Torous, J., Bucci, S., Bell, I., Kessing, L., Faurholt-Jepsen, M., Whelan, P., Carvalho, A., Keshavan, M., Linardon, J., and Firth, J. (2021). The growing field of digital psychiatry: current evidence and the future of apps, social media, chatbots, and virtual reality. World Psychiatry,20, (3):318-335.https://doi.org/10.1002/wps.20883