1. Department I of Internal Medicine; Center for Integrated Oncology Cologne; University Hospital of Cologne; Cologne Germany
2. Department of Controlling; University Hospital of Cologne; Cologne Germany
3. Institute of Health Economics and Clinical Epidemiology; University of Cologne; Cologne Germany