1. Lead Machine Learning Engineer, Govini Inc., Pittsburgh, Pennsylvania, USA
2. Chief Health Care Data and Analytics Officer, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
3. Senior Director, Data Analytics, Clinical Analytics, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
4. Associate Professor of Medicine, Section of Palliative Care and Medical Ethics, Department of Medicine and Renal-Electrolyte Division, University of Pittsburgh and UPMC Palliative and Supportive Institute, Pittsburgh, Pennsylvania, USA
5. Chief, Section of Palliative Care and Medical Ethics, Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
6. Medical Director, UPMC Palliative and Supportive Institute, Pittsburgh, Pennsylvania, USA
7. Distinguished Service Professor of Medicine, Division of General Internal Medicine, Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
8. Vice President, Clinical Analytics, Health Services Division, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA