Leveraging AI-Powered Chatbots for Mental Health Support for High School Students

References

[1] Abd-Alrazaq AA, Rababeh A, Alajlani M, Bewick BM, Househ M. Effectiveness and Safety of Using Chatbots to Improve Mental Health: Systematic Review and Meta-analysis. J Med Internet Res. 2020 Jul 13;22(7):e16021. doi: 10.2196/16021. PMID: 32673216; PMCID: PMC7385637.

[2] Aggarwal A, Tam CC, Wu D, Li X, Qiao S. (2023). Artificial Intelligence-Based Chatbots for Promoting Health Behavioral Changes: Systematic Review. J Med Internet Res. 2023 Feb 24;25:e40789. doi: 10.2196/40789. PMID: 36826990; PMCID: PMC10007007.

[3] Altuama, Alaa & AL-Nasrawi, Dhamyaa. (2022). Intent Classification Using Machine Learning Algorithms and Augmented Data. 234-239. 10.1109/ICDSIC56987.2022.10075794.

[4] American Psychological Association. APA (2024). Trends and pathways to access mental health care. Monitor on Psychology, 55(1). https://www.apa.org/monitor/2024/01/trends-pathways-access-mental-health-care

[5] American School Counselor Association. (2024). School counselor roles & ratios. Retrieved from https://www.schoolcounselor.org/about-school-counseling/school-counselor-roles-ratios

[6] Anita, Aimé & Extension, Kiu Publication. (2024). Mental Health Support in Schools: Addressing the Growing Needs of Students. 3. 29-33.

[7] Asadi A & Prabhakar A. (2024). Towards Digital Zen: A Systematic Review of Emerging Digital Interventions for Mental WellnessProceedings of the Future Technologies Conference (FTC) 2024, Volume 310.1007/978-3-031-73125-9_7(93-114)Online publication date: 8-Nov-2024

[8] Benjamin David Hoffman, Michelle Leanne Oppert, Mikaela Owen. (2024). Understanding young adults’ attitudes towards using AI chatbots for psychotherapy: The role of self-stigma. Computers in Human Behavior: Artificial Humans, Volume 2, Issue 2, 100086, ISSN 2949-8821. https://doi.org/10.1016/j.chbah.2024.100086.

[9] Casu, Mirko & Triscari, Sergio & Battiato, Sebastiano & Guarnera, Luca & Caponnetto, Pasquale. (2024). AI Chatbots for Mental Health: A Scoping Review of Effectiveness, Feasibility, and Applications. Applied Sciences. 14. 5889. 10.3390/app14135889.

[10] Center for Disease Control (2024). Mental Health: Poor Mental Health Impacts Adolescent Well-being. https://www.cdc.gov/healthyyouth/mental-health/index.htm

[11] Christine Grové (2020). Co-developing a Mental Health and Wellbeing Chatbot With and for Young People. https://doi.org/10.3389/fpsyt.2020.606041

[12] Coghlan S, Leins K, Sheldrick S, Cheong M, Gooding P, D'Alfonso S. (2023). To chat or bot to chat: Ethical issues with using chatbots in mental health. Digit Health. 2023 Jun 22;9:20552076231183542. doi: 10.1177/20552076231183542. PMID: 37377565; PMCID: PMC10291862.

[13] David B. Olawade, Ojima Z. Wada, Aderonke Odetayo, Aanuoluwapo Clement David-Olawade, Fiyinfoluwa Asaolu, Judith Eberhardt. (2024). Enhancing mental health with Artificial Intelligence: Current trends and future prospects. Journal of Medicine, Surgery, and Public Health, Volume 3, 100099, ISSN 2949-916X. https://doi.org/10.1016/j.glmedi.2024.100099.

[14] de Filippis, R., & Al Foysal, A. (2024). Chatbots in Psychology: Revolutionizing Clinical Support and Mental Health Care. Voice of the Publisher, 10, 298-321. https://doi.org/10.4236/vp.2024.103025

[15] Deepak Nanuru Yagamurthy and Rajesh Azmeera (2023). Advancements in Natural Language Processing (NLP) and Its Applications in Voice Assistants and Chatbots. Journal of Artificial Intelligence & Cloud Computing. ISSN: 2754-6659. https://www.onlinescientificresearch.com/articles/advancements-in-natural-language-processing-nlp-and-its-applications-in-voice-assistants-and-chatbots.pdf

[16] DeLuca, Joseph & Tang, Janet & Zoubaa, Sarah & Dial, Brandon & Yanos, Philip. (2020). Reducing Stigma in High School Students: A Cluster Randomized Controlled Trial of the National Alliance on Mental Illness’ Ending the Silence Intervention. Stigma and Health. 6. 10.1037/sah0000235.

[17] Egan SJ, Johnson C, Wade TD, Carlbring P, Raghav S, Shafran R. (2024). A pilot study of the perceptions and acceptability of guidance using artificial intelligence in internet cognitive behavior therapy for perfectionism in young people. Internet Interv. 2024 Jan 18;35:100711. doi: 10.1016/j.invent.2024.100711. PMID: 38313140; PMCID: PMC10835279.

[18] Fonagy P, Luyten P. (2021). Socioeconomic and sociocultural factors affecting access to psychotherapies: the way forward. World Psychiatry. 2021 Oct;20(3):315-316. doi: 10.1002/wps.20911. PMID: 34505381; PMCID: PMC8429320.

[19] Gounder, Kartik & Tripathy, B.K. & Wagh, Devdatta. (2024). A Hybrid-Multimodal Mental Health Chatbot for Psychological Counselling. 10.13140/RG.2.2.32472.40969.

[20] Goyal, Prachi & Minz, Nitish & Sha, Ayushi. (2023). Chatbots and Virtual Assistants in Education: Enhancing Student Support and Engagement.

[21] Graves JM, Abshire DA, Mackelprang JL, Dilley JA, Amiri S, Chacon CM, Mason A. (2022). Geographic Disparities in the Availability of Mental Health Services in U.S. Public Schools. Am J Prev Med. 2023 Jan;64(1):1-8. doi: 10.1016/j.amepre.2022.09.003. Epub 2022 Oct 22. PMID: 36283908; PMCID: PMC9772127.

[22] Hamdani SU; Zill-e-Huma; Warraitch A, Suleman N, Muzzafar N, Minhas FA; F.R.C.Psych; Nizami AT; F.C.P.S.; Sikander S; F.C.P.S.; Pringle B, Hamoda HM, Wang D, Rahman A, Wissow LS. (2020). Technology-Assisted Teachers' Training to Promote Socioemotional Well-Being of Children in Public Schools in Rural Pakistan. Psychiatr Serv. 2021 Jan 1;72(1):69-76. doi: 10.1176/appi.ps.202000005. Epub 2020 Aug 25. PMID: 32838678; PMCID: PMC7775896.

[23] Haque MDR, Rubya S. (2023). An Overview of Chatbot-Based Mobile Mental Health Apps: Insights From App Description and User Reviews. JMIR Mhealth Uhealth. 2023 May 22;11:e44838. doi: 10.2196/44838. PMID: 37213181; PMCID: PMC10242473.

[24] Healy M, Richard A, Kidia K. (2022). How to Reduce Stigma and Bias in Clinical Communication: a Narrative Review. J Gen Intern Med. 2022 Aug;37(10):2533-2540. doi: 10.1007/s11606-022-07609-y. Epub 2022 May 6. PMID: 35524034; PMCID: PMC9360372.

[25] Iwaya LH, Babar MA, Rashid A, Wijayarathna C. (2023). On the privacy of mental health apps: An empirical investigation and its implications for app development. Empir Softw Eng. 2023;28(1):2. doi: 10.1007/s10664-022-10236-0. Epub 2022 Nov 8. PMID: 36407814; PMCID: PMC9643945.

[26] Izadi, S., & Forouzanfar, M. (2024). Error Correction and Adaptation in Conversational AI: A Review of Techniques and Applications in Chatbots. AI, 5(2), 803-841. https://doi.org/10.3390/ai5020041

[27] Jianwu Zhang, Chun Peng, Chen Chen. (2024). Mental health and academic performance of college students: Knowledge in the field of mental health, self-control, and learning in college. Acta Psychologica, Volume 248, 104351, ISSN 0001-6918. https://doi.org/10.1016/j.actpsy.2024.104351.

[28] Johan Oswin De Nieva, Jose Andres Joaquin, Chaste Bernard Tan, Ruzel Khyvin Marc Te, Manila Ethel Ong. (2020). Philippines Investigating Students’ Use of a Mental Health Chatbot to Alleviate Academic Stress. https://www.sci-hub.se/downloads/2021-06-12/d1/denieva2020.pdf

[29] Karan Gupta, Raj Aryan, Ashwin Tiwari, Anjaneya Gupta, And Suteerth Subramaniam. (2024). Sentiment-Based Rating Model using VADER and TextBlob. May 2024 | IJIRT | Volume 10 Issue 12 | ISSN: 2349-6002. https://ijirt.org/publishedpaper/IJIRT164257_PAPER.pdf

[30] Khawaja Z, Bélisle-Pipon JC. (2023). Your robot therapist is not your therapist: understanding the role of AI-powered mental health chatbots. Front Digit Health. 2023 Nov 8;5:1278186. doi: 10.3389/fdgth.2023.1278186. PMID: 38026836; PMCID: PMC10663264.

[31] Klos MC, Escoredo M, Joerin A, Lemos VN, Rauws M, Bunge EL. (2021). Artificial Intelligence–Based Chatbot for Anxiety and Depression in University Students: Pilot Randomized Controlled Trial. JMIR Form Res 2021;5(8):e20678 doi: 10.2196/20678

[32] Kooli, C. (2023). Chatbots in Education and Research: A Critical Examination of Ethical Implications and Solutions. Sustainability, 15(7), 5614. https://doi.org/10.3390/su15075614

[33] Korda, D.R., Dapaah, E.O. and Akolgo, E.A. (2024). THE ROLE OF AI CHATBOTS IN EDUCATION: A REVIEW. Academy Journal of Science and Engineering 18(1)

[34] Kumar, Ramakrishna & Mahmoud, Maha. (2020). A Review on Chatbot Design and Implementation Techniques. International Research Journal of Engineering Science Technology and Innovation. 07. 2791.

[35] Labadze, L., Grigolia, M. & Machaidze, L. (2023). Role of AI chatbots in education: systematic literature review.Int J Educ Technol High Educ 20, 56 (2023). https://doi.org/10.1186/s41239-023-00426-1

[36] Laura J. Petracek. (2024). AI Chatbots for Mental Health: Opportunities and Limitations. https://emhicglobal.com/expert-opinions/thought-leadership-expert-opinions/ai-chatbots-for-mental-health-opportunities-and-limitations/

[37] Linda Uchenna Oghenekaro, Christopher Obinna Okoro. (2024). Artificial Intelligence-Based Chatbot for Student Mental Health Support. https://www.scirp.org/journal/paperinformation?paperid=133222

[38] Minghao Liu, Mingxiu Sui, Yi Nian, Chongqing Wang, Zhijie Zhou. (2024). CA-BERT: Leveraging Context Awareness for Enhanced Multi-Turn Chat Interaction. https://arxiv.org/html/2409.13701v2

[39] Mohammad Amin Kuhail, Nazik Alturki, Justin Thomas, Amal K. Alkhalifa. (2024). Human vs. AI counseling: College students' perspectives. Computers in Human Behavior Reports, Volume 16, 100534, ISSN 2451-9588. https://doi.org/10.1016/j.chbr.2024.100534.

[40] Moustafa Laymouna, Yuanchao Ma, David Lessard, Tibor Schuster, Kim Engler, Bertrand Lebouché. (2024). Roles, Users, Benefits, and Limitations of Chatbots in Health Care: Rapid Review. Journal of Medical Internet Research, 26(1), e56930. https://www.jmir.org/2024/1/e56930/

[41] National Institutes of Health. (2023). National Institute of Mental Health (NIMH). Retrieved from https://www.nih.gov/about-nih/what-we-do/nih-almanac/national-institute-mental-health-nimh

[42] Nicol G, Wang R, Graham S, Dodd S, Garbutt J. (2022). Chatbot-Delivered Cognitive Behavioral Therapy in Adolescents With Depression and Anxiety During the COVID-19 Pandemic: Feasibility and Acceptability Study. JMIR Form Res. 2022 Nov 22;6(11):e40242. doi: 10.2196/40242. PMID: 36413390; PMCID: PMC9683529.

[43] Park, Gain & Chung, Jiyun & Lee, Seyoung. (2022). Effect of AI chatbot emotional disclosure on user satisfaction and reuse intention for mental health counseling: a serial mediation model. Current Psychology. 42. 10.1007/s12144-022-03932-z.

[44] Pretorius, Claudette & Coyle, David. (2021). Young People's Use of Digital Tools to Support Their Mental Health During Covid-19 Restrictions. Frontiers in Digital Health. 3. 763876. 10.3389/fdgth.2021.763876.

[45] Ram, Abhi & Salammagari, Abhi Ram Reddy & Srivastava, Gaurava. (2024). ADAPTIVE CHATBOTS: ENHANCING USER EXPERIENCE THROUGH INTERACTIVE LEARNING AND DYNAMIC RESPONSE REFINEMENT. 11.

[46] Rane, Nitin. (2023). Chatbot-Enhanced Teaching and Learning: Implementation Strategies, Challenges, and the Role of ChatGPT in Education. SSRN Electronic Journal. 10.2139/ssrn.4603204.

[47] Restack. (2024). Emotion AI: Answering emotional intelligence review cat AI. Retrieved from https://www.restack.io/p/emotion-ai-answer-emotional-intelligence-review-cat-ai

[48] Rishabh Verma, Nipun, Nitin Rana, Dr. Rakesh Kumar Arora. (2023). Mental Health Prediction using Sentimental Analysis. DOI Link: https://doi.org/10.22214/ijraset.2023.57534

[49] Robert Rudolf, Najung Kim. (2024). Smartphone use, gender, and adolescent mental health: Longitudinal evidence from South Korea. SSM - Population Health, Volume 28, 101722, ISSN 2352-8273. https://doi.org/10.1016/j.ssmph.2024.101722.

[50] Rodríguez-Martínez A, Amezcua-Aguilar T, Cortés-Moreno J, Jiménez-Delgado JJ. (2023). Qualitative Analysis of Conversational Chatbots to Alleviate Loneliness in Older Adults as a Strategy for Emotional Health. Healthcare (Basel). 2023 Dec 27;12(1):62. doi: 10.3390/healthcare12010062. PMID: 38200967; PMCID: PMC10779105.

[51] Sandeep (2024). Emotionally Intelligent AI Chatbots Transforming User Experience. https://fastbots.ai/blog/emotionally-intelligent-ai-chatbots-transforming-user-experience

[52] Sandeep (2024). Using LLM Models to Build Smarter, Context-Aware AI Chatbots. https://fastbots.ai/blog/using-llm-models-to-build-smarter-context-aware-ai-chatbots

[53] Schlack R, Peerenboom N, Neuperdt L, Junker S, Beyer AK. (2021). The effects of mental health problems in childhood and adolescence in young adults: Results of the KiGGS cohort. J Health Monit. 2021 Dec 8;6(4):3-19. doi: 10.25646/8863. PMID: 35146318; PMCID: PMC8734087.

[54] Sucharat Limpanopparat, Erin Gibson, Dr Andrew Harris. (2024). User engagement, attitudes, and the effectiveness of chatbots as a mental health intervention: A systematic review. Computers in Human Behavior: Artificial Humans, Volume 2, Issue 2, 100081, ISSN 2949-8821. https://doi.org/10.1016/j.chbah.2024.100081.

[55] Towards Healthcare. (2023). Chatbots for mental health and therapy market. Retrieved from https://www.towardshealthcare.com/insights/chatbots-for-mental-health-and-therapy-market

[56] Wang, Yiyi & Farb, Norman. (2024). Chatbot-Based Interventions for Mental Health Support. 10.31234/osf.io/xj7cz.

[57] Wilson S, Dumornay NM. (2022). Rising Rates of Adolescent Depression in the United States: Challenges and Opportunities in the 2020s. J Adolesc Health. 2022 Mar;70(3):354-355. doi: 10.1016/j.jadohealth.2021.12.003. PMID: 35183317; PMCID: PMC8868033.

[58] WHO (2021). Ethics and governance of artificial intelligence for health: WHO guidance. Geneva: World Health Organization; 2021. License: CC BY-NC-SA 3.0 IGO. https://iris.who.int/bitstream/handle/10665/341996/9789240029200-eng.pdf

[59] World Health Organization. (2023). Adolescent mental health. https://www.who.int/news-room/fact-sheets/detail/adolescent-mental-health

[60] WPA Therapy. (2023). A chatbot for AI therapy? The drawbacks of ChatGPT for mental health. Retrieved from https://www.wpatherapy.com/post/a-chatbot-for-ai-therapy-the-drawbacks-of-chatgpt-for-mental-health

[61] Wysa. (2024). Affiliate privacy policy. Retrieved from https://www.wysa.com/affiliate-privacy-policy

[62] Xueyang Wang, Runyan Tian, Qiuyi Zeng, Chenye Tu, et al (2024). The Synergy of Dialogue and Art: Exploring the Potential of Multimodal AI Chatbots in Emotional Support. https://doi.org/10.1145/3678884.3681843

[63] Yi-Chieh Lee. (2023). Exploring Effects of Chatbot-based Social Contact on Reducing Mental Illness Stigma. https://dl.acm.org/doi/fullHtml/10.1145/3544548.3581384

[64] Zhang Z, Zhu J, Guo Z, Zhang Y, Li Z, Hu B. (2024). Natural Language Processing for Depression Prediction on Sina Weibo: Method Study and Analysis. JMIR Ment Health. 2024 Sep 4;11:e58259. doi: 10.2196/58259. PMID: 39233477; PMCID: PMC11391090.

@article{1706902,
      author = {Akinboyejo Asimolowo},
      title = {Leveraging AI-Powered Chatbots for Mental Health Support for High School Students},
      journal = {Iconic Research And Engineering Journals},
      year = {2025},
      volume = {8},
      number = {7},
      pages = {194-205},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/1706902.pdf},
      abstract = {This article explores the potential of AI-powered chatbots to address the growing mental health challenges high school students face. With increasing rates of anxiety, depression, and stress among adolescents, traditional mental health support systems often fall short due to stigma, limited accessibility, and resource constraints. The study highlights how advancements in natural language processing (NLP) enable chatbots to provide scalable, 24/7, nonjudgmental support tailored to individual needs. The article examines strategies for integrating these tools into school programs, including customization for cultural and age-specific contexts, collaboration with educators and mental health professionals, and addressing ethical concerns such as data privacy. Through an analysis of case studies, the findings demonstrate that chatbots improve accessibility, reduce stigma, and facilitate early interventions, ultimately enhancing mental health outcomes. The conclusion emphasizes the need for a multidisciplinary approach to ensure these tools' success. It calls for collaboration among educators, developers, and mental health practitioners to maximize their impact in educational settings. This article emphasizes the transformative potential of AI-powered chatbots in creating a supportive, stigma-free environment for high school students.},
      keywords = {AI-powered chatbots, Adolescent Mental Health, Natural Language Processing, Stigma Reduction, Early Intervention, School Programs, Data Privacy, Mental Health Accessibility.},
      month = {January},
  }