Are Improvements Still Needed to the Modified Hospital Readmissions Reduction Program: a Health and Retirement Study (20

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Department of Health Policy and Administration, Pennsylvania State University, University Park, PA, USA; 2Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA; 3Department of Health Policy and Administration, University of California, Los Angeles Fielding School of Public Health, Los Angeles, CA, USA; 4Department of Systems, Populations and Leadership, University of Michigan School of Nursing, Ann Arbor, MI, USA.

BACKGROUND: To address concerns that the Hospital Readmissions Reduction Program (HRRP) unfairly penalized safety net hospitals treating patients with high social and functional risks, Medicare recently modified HRRP to compare hospitals with similar proportions of high-risk, dual-eligible patients (“peer group hospitals”). Whether the change fully accounts for patients’ social and functional risks is unknown. OBJECTIVE: Examine risk-standardized readmission rates (RSRRs) and hospital penalties after adding patient-level social and functional and community-level risk factors. DESIGN: Using 2000-2014 Medicare hospital discharge, Health and Retirement Study, and community-level data, latent factors for patient social and functional factors and community factors were identified. We estimated RSRRs for peer groups and by safety net status using four hierarchical logistic regression models: “base” (HRRP model); “patient” (base plus patient factors); “community” (base plus community factors); and “full” (all factors). The proportion of hospitals penalized was calculated by safety net status. PATIENTS: 20,255 fee-for-service Medicare beneficiaries (65+) with eligible index hospitalizations MAIN MEASURES: RSRRs KEY RESULTS: Half of safety net hospitals are in peer group 5. Compared with other hospitals, peer group 5 hospitals (most dual-eligibles) treated sicker, more functionally limited patients from socially disadvantaged groups. RSRRs decreased by 0.7% for peer groups 2 and 4 and 1.3% for peer group 5 under the patient and full (versus base) models. Measured performance improved after adjusting for patient risk factors for hospitals in peer group 4 and 5 hospitals, but worsened for those in peer groups 1, 2, and 3. Under the patient (versus base) model, The paper was presented virtually at the AcademyHealth Annual Research Meeting on August 4, 2020, and at the American Public Health Association Annual Meeting and Expo on October 24–28, 2020. Electronic supplementary material The online version of this article (https://doi.org/10.1007/s11606-020-06222-1) contains supplementary material, which is available to authorized users. Received February 21, 2020 Accepted September 7, 2020

fewer safety net hospitals (48.7% versus 51.3%) but more non-safety net hospitals (50.0% versus 49.1%) were penalized. CONCLUSIONS: Patient-level risk adjustment decreased RSRRs for hospitals serving more at-risk patients and proportion of safety net hospitals penalized, while modestly increasing RSRRs and proportion of non-safety net hospitals penalized. Results suggest HRRP modifications may