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对K-12教育中人工智能驱动的智能辅导系统(ITS)的系统综述。

A systematic review of AI-driven intelligent tutoring systems (ITS) in K-12 education.

作者信息

Létourneau Angélique, Deslandes Martineau Marion, Charland Patrick, Karran John Alexander, Boasen Jared, Léger Pierre Majorique

机构信息

Department of Teaching at Université du Québec à Montréal (UQAM), Montréal, QC, Canada.

Department of Information Technologies at école des Hautes Études Commerciales (HEC), Montréal, QC, Canada.

出版信息

NPJ Sci Learn. 2025 May 14;10(1):29. doi: 10.1038/s41539-025-00320-7.

Abstract

The use of artificial intelligence in education (AIEd) has grown exponentially in the last decade, particularly intelligent tutoring systems (ITSs). Despite the increased use of ITSs and their promise to improve learning, their real educational value remains unclear. This systematic review aims to identify the effects of ITSs on K-12 students' learning and performance and which experimental designs are currently used to evaluate them. The 28 studies analyzed in this systematic review included a total of 4597 students (N = 4597) and used quasi-experimental designs with varying intervention durations. Overall, our findings suggest that the effects of ITSs on learning and performance in K-12 education are generally positive but are found to be mitigated when compared to non-intelligent tutoring systems. However, additional research with longer interventions and increased sample sizes with greater diversity is warranted. Additionally, the ethical implications of using AI for teaching should be investigated.

摘要

在过去十年中,人工智能在教育领域(AIEd)的应用呈指数级增长,尤其是智能辅导系统(ITSs)。尽管智能辅导系统的使用日益增加,且有望提高学习效果,但其真正的教育价值仍不明确。本系统综述旨在确定智能辅导系统对K-12学生学习和成绩的影响,以及目前用于评估它们的实验设计。本系统综述分析的28项研究共纳入4597名学生(N = 4597),并采用了干预时长各异的准实验设计。总体而言,我们的研究结果表明,智能辅导系统对K-12教育中的学习和成绩的影响通常是积极的,但与非智能辅导系统相比,其影响有所减轻。然而,有必要进行更多干预时间更长、样本量更大且多样性更高的研究。此外,还应研究使用人工智能进行教学的伦理意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2464/12078640/a48e4c5b6107/41539_2025_320_Fig1_HTML.jpg

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