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Author

M. O. Aydin

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Review Open access Jul 2026

Assessing multiple-choice question quality in internal medicine: a comparative analysis of three large language models against expert consensus

Claude and Gemini demonstrate moderate to strong agreement with experts for cognitive level classification and detection of objective technical flaws, suggesting their potential as adjunctive tools in MCQ review, but weak agreement on learning outcome alignment and variability across models indicates that LLMs cannot y...

M. O. Aydin, B. Coşkun, İbrahim Hamal · 0 citations

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