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Man-Man Li

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Review Open access Aug 2026

A Machine Learning–Driven Analysis of Learning Behavior and Learning Atmosphere in Predicting Junior High School English Achievement

Accurately predicting students’ academic achievement is challenging because learning outcomes are shaped by complex interactions between individual behaviors and contextual learning environments. This study develops a machine learning framework to examine the joint effects of learning behavior and learning atmosphere o...

Man-Man Li · 0 citations
Open access Aug 2026

The Construction of Metaverse English Classroom: The Multi-Layer Immersive Language Learning Environment Framework

With the rapid advancement of digital technologies, the metaverse has introduced new possibilities for English education. However, existing studies largely focus on isolated technological applications, lacking a systematic framework that integrates pedagogical and technological elements. To address this gap, this study...

Man-Man Li, Tiantian Xie · 0 citations

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