Ứng dụng AI-Chem hỗ trợ cá nhân hóa phản hồi trong ôn tập Hóa học 11: Một nghiên cứu bán thực nghiệm
Tóm tắt
The development of large language models offers the potential to personalize the learning process; however, quantitative evidence regarding the use of this technology as a learning scaffold in high school chemistry education in Vietnam remains limited. This study developed the AI-Chem system, which integrates custom ”Gems” based on the Gemini platform using the Socratic method, to support Grade 11 chemistry review through step-by-step questions and hints. A quasi-experimental design with a non-equivalent control group was employed over a 12-week period involving two Grade 11 classes at Quoc Hoc Hue Gifted High School (Thuan Hoa Ward, Hue City); the experimental group used AI-Chem for self-study, while the control group followed conventional study methods. Preliminary results demonstrate AI-Chem’s potential to support review and personalize feedback in Grade 11 chemistry instruction. However, due to the small sample size, the non-equivalence of the groups, and certain uncontrolled confounding factors, the results are insufficient to establish a causal relationship. Consequently, future research should expand the sample size, improve the control of confounding variables, and analyze interaction data to better evaluate the effectiveness of the Socratic approach.
Tài liệu tham khảo
Alneyadi, S., & Wardat, Y. (2023). ChatGPT: Revolutionizing student achievement in the electronic magnetism unit for eleventh-grade students in Emirates schools. Contemporary Educational Technology, 15(4), ep448. https://doi.org/10.30935/cedtech/13417
Babalola, V. T., Ahmad, S. S., & Tafida, H. S. (2024). ChatGPT in organic chemistry classrooms: Analyzing the impacts of social environment on students’ interest, critical thinking and academic achievement. International Journal of Education and Teaching Zone, 3(1), 60-72. https://doi.org/10.57092/ijetz.v3i1.155
Bộ GD-ĐT (2018). Chương trình giáo dục phổ thông môn Hóa học (ban hành kèm theo Thông tư số 32/2018/TT-BGDĐT ngày 26/12/2018 của Bộ trưởng Bộ GD-ĐT).
Cain, W. (2024). Prompting change: Exploring prompt engineering in large language model AI and its potential to transform education. TechTrends, 68(1), 47-57. https://doi.org/10.1007/s11528-023-00896-0
Danyaro, K. U., Abdullahi, S., Abdallah, A. S., & Chiroma, H. (2025). Hallucinations in large language models for education: Challenges and mitigation. International Journal of Teaching, Learning and Education, 4(6), 13-19. https://doi.org/10.22161/ijtle.4.6.2
Deci, E. L., & Ryan, R. M. (2000). The “what” and “why” of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11(4), 227-268. https://doi.org/10.1207/S15327965PLI1104_01
Hattie, J., & Timperley, H. (2007). The power of feedback. Review of Educational Research, 77(1), 81-112. https://doi.org/10.3102/003465430298487
Ma, W., Adesope, O. O., Nesbit, J. C., & Liu, Q. (2014). Intelligent tutoring systems and learning outcomes: A meta-analysis. Journal of Educational Psychology, 106(4), 901-918. https://doi.org/10.1037/a0037123
Maheshwari, G. (2024). Factors influencing students’ intention to adopt and use ChatGPT in higher education: A study in the Vietnamese context. Education and Information Technologies, 29, 12167-12195. https://doi.org/10.1007/s10639-023-12333-z
Malik, R., Abdi, D., Wang, R., & Demszky, D. (2025). Scaffolding middle school mathematics curricula with large language models. British Journal of Educational Technology, 56(3), 999-1027. https://doi.org/10.1111/bjet.13571
Ng, D. T. K., Tan, C. W., & Leung, J. K. L. (2024). Empowering student self-regulated learning and science education through ChatGPT: A pioneering pilot study. British Journal of Educational Technology, 55(4), 1328-1353. https://doi.org/10.1111/bjet.13454
Nguyen, T. N. T., Lai, N. V., & Nguyen, Q. T. (2024). Artificial intelligence (AI) in education: A case study on ChatGPT’s influence on student learning behaviors. Educational Process: International Journal, 13(2), 105-121. https://doi.org/10.22521/edupij.2024.132.7
Qian, Y. (2025). Prompt engineering in education: A systematic review of approaches and educational applications. Journal of Educational Computing Research, 63(7-8), 1782-1818. https://doi.org/10.1177/07356331251365189
Shadish, W. R., Cook, T. D., & Campbell, D. T. (2002). Experimental and quasi-experimental designs for generalized causal inference. Houghton Mifflin.
Sharma, S., Mittal, P., Kumar, M., & Bhardwaj, V. (2025). The role of large language models in personalized learning: A systematic review of educational impact. Discover Sustainability, 6(1), Article 243. https://doi.org/10.1007/s43621-025-01094-z
Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257-285. https://doi.org/10.1207/s15516709cog1202_4
Vygotsky, L. S. (1978). Mind in society: The development of higher psychological processes. Harvard University Press.
Wang, X., Huang, R., Sommer, M., Pei, B., Shidfar, P., Rehman, M. S., Ritzhaupt, A. D., & Martin, F. (2024). The efficacy of artificial intelligence-enabled adaptive learning systems from 2010 to 2022 on learner outcomes: A meta-analysis. Journal of Educational Computing Research, 62(6), 1348-1383.
Wu, X., Zhu, P., Zhang, J., Yin, M., & Wang, Y. (2026). ChatGPT’s impact on student learning outcomes: A meta-analysis of 35 experimental studies. Humanities and Social Sciences Communications, 13, Article 684. https://doi.org/10.1057/s41599-026-07019-z
Zhou, R., He, X., Fan, Q., Li, Y., Li, Y., Xiao, X., & Fang, J. (2025). Exploring ChatGPT-facilitated scaffolding in undergraduates’ mathematical problem solving. Journal of Computer Assisted Learning, 41(4), e70077. https://doi.org/10.1111/jcal.70077
Zimmerman, B. J. (2002). Becoming a self-regulated learner: An overview. Theory Into Practice, 41(2), 91-100. https://doi.org/10.1207/s15430421tip4102_2
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