Reference List Entry:

Weng, Xiaojing, Qi Xia, Mingyue Gu, Kumaran Rajaram, and Thomas K.F. Chiu. 2024. "Assessment and Learning Outcomes for Generative AI in Higher Education: A Scoping Review on Current Research Status and Trends." Australasian Journal of Educational Technology 40 (6): 37-55. https://doi.org/10.14742/ajet.9540.

About this Journal Article:

This scoping review synthesizes 34 studies to identify three emerging assessment approaches (traditional, innovative/refocused, and GenAI-incorporated) and establishes “career-driven competencies” and “lifelong learning skills” as the new learning outcomes of the GenAI era. It provides the evidence-based foundation for moving from compliance-based assessment strategies to structural redesign that develops both human competency and human-AI collaboration—the dual priority at the heart of healthcare education’s assessment challenge.

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