1. Division of Pulmonary, Allergy, and Critical Care Medicine and
2. Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania; and
3. Department of Health Policy and Management, University of Pittsburgh Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania