Patients hospitalized with CAP were retrospectively identified from 38 US academic hospitals that participated in a University HealthSystem Consortium–sponsored pneumonia benchmarking project. Each hospital enrolled up to 40 consecutive patients discharged between December 1, 1997, and February 28, 1998, with a primary International Classification of Diseases, Ninth Revision, Clinical Modification diagnosis of pneumonia (code 003.22, 21.2, 39.1, 052.1, 055.1, 073.0, 112.0, 114.0, 115.05, 115.15, 115.95, 130.4, 510.0, 510.9, 511.1, 480-480.2, 480.8, 480.9, 481, 482-482.4, 482.8-483, 484.1, 484.3, 484.5-484.8, 485, or 486) or a secondary International Classification of Diseases, Ninth Revision, Clinical Modification pneumonia diagnosis, where the primary diagnosis was respiratory in nature, septicemia, or dehydration (code 038.0-038.9, 276.5, 490, 512.0-512.9, 518.81-518.82, or 786.0-786.9). A medical record review was performed at each site by University HealthSystem Consortium–trained personnel using a standard abstraction form in either a paper or an electronic format.