1. Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
2. Division of Infectious Diseases, Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
3. Antibiotic Management Program, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
4. VA Pittsburgh Healthcare System, Pittsburgh, Pennsylvania, USA
5. Pittsburgh Center for Evolutionary Biology and Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA