Joe DiMaggio Children's Hospital

How to Train Your Chatbot: Information‐Theoretic Foundations of Diagnostic Questioning in Inborn Errors of Immunity

BACKGROUND: Navigating the more than 550 inborn errors of immunity (IEI) requires efficient diagnostic reasoning. Information theory suggests questions should be prioritized by their capacity to reduce diagnostic uncertainty (entropy); yet whether experts or large language models...