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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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C. de Geyter

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Review Open access Aug 2026

AI-augmented versus expert-authored multiple-choice questions: a psychometric comparison in a high-stakes specialty examination

Multiple-choice questions (MCQs) are widely used in written assessments, particularly in high-stakes medical examinations. Developing high-quality MCQs is time-consuming and requires subject matter expertise. Large language models (LLMs), such as ChatGPT-4o, have therefore been proposed as tools to support item g...

Wilma Anschuetz, Daniel Stricker, Claudia Canonica et al. · 0 citations

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