ChatHealthAI is a new framework that combines electronic health record (EHR) data with large language models (LLMs) to enhance clinical decision-making through improved reasoning and interpretability. This integration aims to provide better predictive performance while maintaining clarity in clinical reasoning, potentially transforming how healthcare data is utilized.