Prediction of incident inflammatory bowel disease from routine electronic health records: development and external validation of a longitudinal machine learning model
BACKGROUND & AIMS: Inflammatory bowel disease (IBD) is often diagnosed months to years after symptoms begin, and diagnostic delay is associated with complications. We tested whether longitudinal machine learning using electronic health record (EHR) data can identify incident IBD before diagnosis, and quantified lead ti...