In the Improving Diagnosis report, the National Academy of Medicine called for broad-scale efforts to reduce diagnostic errors. This retrospective cohort study employed natural language processing to identify dangerous diagnoses that pediatric emergency medicine physicians missed. A past WebM&M commentary laid out challenges in classifying diagnostic errors.