Classification of Emergency Department Chief Complaints Into 7 Syndromes: A Retrospective Analysis of 527,228 Patients

Our results suggest that, for most syndromes, our chief complaint classification system can identify about half of the patients with relevant syndromic presentations, with specificities higher than 90% and positive predictive values ranging from 12% to 44%.