With rapid developments in the field of artificial intelligence and large language models in healthcare, the need for thoughtful, ethical, impactful applications is imperative. This webinar will explore the potential – and perils – of large language models to unlock new insights from the electronic health records to provide more personalized care while reducing clinician work burden. Dr. Bitterman will discuss her research in large language models for extracting information from clinical documentation, including social determinants of health. She will discuss ethical considerations of large language models for healthcare, including future directions for more robust reporting and evaluation standards.