Patients who need frequent hospitalization account for a disproportionate amount of health care spending in the United States. In 2012, the University of Chicago Medicine—funded by a Health Care Innovation Award from the Center for Medicare & Medicaid Innovation—began enrolling patients in a clinical trial designed to test an imaginative way to reduce such hospital stays.