Fatemeh Shah Mohammadi’s teams are using large language models to turn messy, unstructured health text into transparent, structured data that clinicians and researchers can trust. Their work enables earlier clinical risk detection and scalable, standardized metadata extraction, improving interoperability, reproducibility, and real‑world health insights.