1. Anesthesiology and Perioperative Care Service, VA Palo Alto Health Care System, Palo Alto, CA.
2. Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA.
3. Critical Care, Emergency Services and Sepsis, CommonSpirit Health, Phoenix, AZ.
4. Data Science, CommonSpirit Health, Phoenix, AZ.
5. Data Science Department, CommonSpirit Health, Phoenix, AZ.
6. ICU and Pulmonary Services, Dignity Health, Sequoia Hospital, Redwood City, CA.
7. ICU, Dignity Health, Woodland Memorial Hospital, Woodland, CA.
8. Quality Reporting and Information, CommonSpirit Health, Phoenix, AZ.
9. Gordon and Betty Moore Foundation Grants, Care Management, Roseville, CA.
10. Acute Care Quality, CommonSpirit Health, Glendale, CA.