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Si-Ying Pan

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Open access Sep 2026

From System Characteristics to Online Learning Satisfaction: An Outcome-Oriented Learning Experience Pathway for AI-Based E-Learning Systems in Higher Education

Artificial intelligence is becoming deeply embedded in higher education, yet how the characteristics of AI-based e-learning systems relate to students’ perceived learning effectiveness and satisfaction remains insufficiently understood. This study examines the relationships of AI Functionality Compatibility, AI Instruc...

Jia-Yuan Guo, Jiu-Yang Ren, Zhao-Lin Lu et al. · 0 citations

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