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Comparison of AI-generated and clinician-designed multiple-choice questions in emergency medicine exam: a psychometric analysis

2025·2 Zitationen·BMC Medical EducationOpen Access
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2

Zitationen

5

Autoren

2025

Jahr

Abstract

The findings suggest that AI-generated questions, while generally easier and associated with higher participant scores, may pose psychometric limitations, as evidenced by a greater proportion of items classified as problematic. Although the overall internal consistency and discrimination indices were comparable to clinician-authored items, careful quality control and validation are essential when integrating AI-generated content into assessment frameworks.

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Artificial Intelligence in Healthcare and EducationClinical Reasoning and Diagnostic SkillsRadiology practices and education
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