Ning Pan

Multimodal large language model–assisted workflow for image-dependent very short answer question generation and response grading in neurosurgical residency assessment: development and validation study

Very short answer questions (VSAQs) reduce cueing but require substantial specialist effort to develop and grade, particularly when they involve neuroimaging. We evaluated an expert-supervised workflow using multimodal large language models (LLMs) to generate image-dependent neur...