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Beyond Snapshot Learning Analytics: A Medically Informed Framework for Trajectory-Oriented Precision Learning

2026-03-17

Abstract excerpt

Artificial intelligence (AI) is increasingly embedded in educational technology systems, yet many current applications primarily optimize short-term performance metrics rather than modeling the developmental processes that shape learning over time. Drawing on learning sciences, dynamic systems theory, learning analytics, and responsible AI scholarship, this paper proposes a trajectory-oriented precision learning f...

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Literature Corpus work: aaddd3ea-1a60-5429-91dc-7eef09cdd352
DOI: 10.20944/preprints202603.1309.v1

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