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Original Research
Published 8 October 2026
Early warning of academic risk from the first four weeks of online learning activity and assessment performance: a leakage-controlled, demographic-data-minimizing study on the OULAD benchmark
Mingyu Wu · Jinye Jia · Thu Thuan Pham
Frontiers in Education
doi 10.3389/feduc.2026.1917092