Performance Evaluation of Large Language Models in Emergency Medicine Specialty Examination Questions: A Cross-Sectional Study

Key Points

• This research aims to evaluate the performance of large language models (LLMs) in emergency medicine specialty examinations using the TUS format.
• Cross-sectional study design comparing LLM performance to traditional examination formats.
• Analyzed responses to TUS questions in the context of linguistic and curricular differences.
• Focused on emergency medicine specialty examinations to assess contextual relevance.
• LLMs demonstrated varying levels of performance when answering TUS questions compared to USMLE-style exams.
• Performance metrics indicated strengths and weaknesses specific to the emergency medicine context, influencing assessment validity.