Generating Image-Based Multiple-Choice Questions with Multimodal Large Language Models: Expert and Psychometric Evaluation.
Multimodal large language models are best positioned as supervised tools requiring radiologist verification and item-level psychometric evaluation in multiple-choice questions generated by GPT-4o and o3 from correctly recognized radiographs and compare selected items with faculty-written questions.