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混合式学习中的人工智能性能评估:机制及其对学生持续学习动机的影响

AI performance assessment in blended learning: mechanisms and effects on students' continuous learning motivation.

作者信息

Ji Hao, Suo Lingling, Chen Hua

机构信息

Management College, Beijing Union University, Beijing, China.

出版信息

Front Psychol. 2024 Dec 16;15:1447680. doi: 10.3389/fpsyg.2024.1447680. eCollection 2024.

DOI:10.3389/fpsyg.2024.1447680
PMID:39737232
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11683091/
Abstract

INTRODUCTION

Blended learning combines the strengths of online and offline teaching and has become a popular approach in higher education. Despite its advantages, maintaining and enhancing students' continuous learning motivation in this mode remains a significant challenge.

METHODS

This study utilizes questionnaire surveys and structural equation modeling to examine the role of AI performance assessment in influencing students' continuous learning motivation in a blended learning environment.

RESULTS

The results indicate that AI performance assessment positively influences students' continuous learning motivation indirectly through expectation confirmation, perceived usefulness, and learning satisfaction. However, AI performance assessment alone does not have a direct impact on continuous learning motivation.

DISCUSSION

To address these findings, this study suggests measures to improve the effectiveness of AI performance assessment systems in blended learning. These include providing diverse evaluation metrics, recommending personalized learning paths, offering timely and detailed feedback, fostering teacher-student interactions, improving system quality and usability, and visualizing learning behaviors for better tracking.

摘要

引言

混合式学习结合了线上和线下教学的优势,已成为高等教育中一种流行的教学方法。尽管有其优点,但在这种模式下维持和增强学生的持续学习动机仍然是一项重大挑战。

方法

本研究采用问卷调查和结构方程模型,以检验人工智能绩效评估在混合式学习环境中对学生持续学习动机的影响作用。

结果

结果表明,人工智能绩效评估通过期望确认、感知有用性和学习满意度间接对学生的持续学习动机产生积极影响。然而,仅人工智能绩效评估本身对持续学习动机没有直接影响。

讨论

为应对这些研究结果,本研究提出了提高人工智能绩效评估系统在混合式学习中有效性的措施。这些措施包括提供多样化的评估指标、推荐个性化学习路径、提供及时详细的反馈、促进师生互动、提高系统质量和可用性,以及可视化学习行为以便更好地跟踪。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba33/11683091/27fd0a005ea8/fpsyg-15-1447680-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba33/11683091/b9066eafb43d/fpsyg-15-1447680-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba33/11683091/27fd0a005ea8/fpsyg-15-1447680-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba33/11683091/b9066eafb43d/fpsyg-15-1447680-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba33/11683091/27fd0a005ea8/fpsyg-15-1447680-g002.jpg

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本文引用的文献

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Satisfaction and continuance intention of blended learning from perspective of junior high school students in the directly-entering-socialism ethnic communities of China.中国直过民族地区初中生对混合学习的满意度和持续意向。
PLoS One. 2022 Dec 1;17(12):e0270939. doi: 10.1371/journal.pone.0270939. eCollection 2022.
2
Examining key factors of beginner's continuance intention in blended learning in higher education.探究高等教育混合式学习中初学者持续学习意愿的关键因素。
J Comput High Educ. 2023;35(1):126-143. doi: 10.1007/s12528-022-09322-5. Epub 2022 May 26.
3
Application of blended learning approach in clinical skills to stimulate active learning attitudes and improve clinical practice among medical students.
混合式学习方法在临床技能中的应用,以激发医学生积极的学习态度并改善其实践能力。
PeerJ. 2021 Jun 24;9:e11690. doi: 10.7717/peerj.11690. eCollection 2021.
4
Factors influencing students' satisfaction with continuous use of learning management systems during the COVID-19 pandemic: An empirical study.新冠疫情期间影响学生持续使用学习管理系统满意度的因素:一项实证研究。
Educ Inf Technol (Dordr). 2021;26(6):6787-6805. doi: 10.1007/s10639-021-10492-5. Epub 2021 Apr 6.
5
A Blended Learning System to Improve Motivation, Mood State, and Satisfaction in Undergraduate Students: Randomized Controlled Trial.一种用于提高本科生学习动机、情绪状态和满意度的混合学习系统:随机对照试验。
J Med Internet Res. 2020 May 22;22(5):e17101. doi: 10.2196/17101.