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The recent expansion of access to LLM-powered chatbots has raised questions about chatbot performance on certification and licensure assessments. This study evaluates the performance of multiple chatbot programs on a medical board continuous certification assessment and outlines the implications of various research design considerations when evaluating chatbot performance.