Constructing a predictive model of negative academic emotions in high school students based on machine learning methods

Abstract Negative academic emotions reflect the negative experiences that learners encounter during the learning process. This study aims to explore the effectiveness of machine learning algorithms in predicting high school students’ negative academic emotions and analyze the factors influencing the...

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Bibliographic Details
Main Authors: Shumeng Ma, Ning Jia, Xiuchao Wei, Wanyi Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-04146-6
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