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Liu, Xinliang

https://orcid.org/0000-0002-8636-9356

Mayo Clinic

University of Central Florida

Citations 3

Race to the Top of the Hospital Value-Based Purchasing Program
Spaulding, Aaron , Tafili, Aurora , Liu, Xinliang , Spaulding, Aaron , Hamadi, Hanadi , Xu, Jing

Journal of Healthcare Management | March 12, 2021 | Volume: 66 | Issue: 2 | Pages: 95-108

10.1097/jhm-d-20-00087 Get It

EXECUTIVE SUMMARY Medicare’s Hospital Valued-Based Purchasing (HVBP) program measures hospitals’ total performance score (TPS); its measurement strategies have changed regularly since its rollout in 2013. Because the program influences care delivery, it is important to examine how the policy has changed hospitals’ behavior and how it may inform future policies. The purpose of this study was to assess the relationship between hospitals’ performance on TPS annually from 2013 to 2018 and organizational characteristics. Using the HVBP TPS from 2013 to 2018 and associated hospital characteristics—hospital size, teaching hospital status, system membership, ownership type, urban/rural location, average percentages of patients from Medicare and Medicaid, operating margins, percentages of inpatient revenue as a proportion of total revenue, and case mix index—we conducted a retrospective cohort study of all U.S. hospitals participating in the HVBP program. Regression and panel analyses found that organizations that were expected to have robust and rigid resources were unable to score in the superior category consistently. In addition, organizations were unable to consistently perform positively over time because of changes in the HVBP program measurement and the required organizational responses. Policymakers should consider the ability of organizations to respond to changes to the HVBP program. Likewise, healthcare managers, particularly those in larger organizations, should seek to remove bureaucracy or allow for greater resource slack to meet these changes.
The Relationship between Health Information Technology Laboratory Tracking Systems and Hospital Financial Performance and Quality
Zhao, Mei , Hamadi, Hanadi , Williams, Cynthia , Liu, Xinliang , Spaulding, Aaron , Spaulding, Aaron , Hamadi, Hanadi Y , Haley, D. Rob

Hospital Topics | June 5, 2019 | Volume: 97 | Issue: 3 | Pages: 99-106

10.1080/00185868.2019.1623735 Get It

Immediate Physical Therapy Initiation in Patients With Acute Low Back Pain Is Associated With a Reduction in Downstream Health Care Utilization and Costs
Liu, Xinliang , Kolber, Morey J. , Zhao, Mei , Spaulding, Aaron , Gabriel, Meghan Hufstader , Spaulding, Aaron C. , Spaulding, Aaron , Hanney, William J. , Masaracchio, Michael F.

Physical Therapy | February 7, 2018 | Volume: 98 | Issue: 5 | Pages: 336-347

10.1093/ptj/pzy023 Get It

Abstract Background Physical therapy is an important treatment option for patients with low back pain (LBP). However, whether to refer patients for physical therapy and the timing of initiation remain controversial. Objective The objective of this study was to evaluate the impact of receiving physical therapy and the timing of physical therapy initiation on downstream health care utilization and costs among patients with acute LBP. Design The design was a retrospective cohort study. Methods Patients who had a new onset of LBP between January 1, 2009, and December 31, 2013, in New York State were identified and grouped into different cohorts on the basis of whether they received physical therapy and the timing of physical therapy initiation. The probability of service use and LBP-related health care costs over a 1-year period were analyzed. Results Among 46,914 patients with acute LBP, 40,246 patients did not receive physical therapy and 6668 patients received physical therapy initiated at different times. After controlling for patient characteristics and adjusting for treatment selection bias, health care utilization and cost measures over the 1-year period were the lowest among patients not receiving physical therapy, followed by patients with immediate physical therapy initiation (within 3 days), with some exceptions. Among patients receiving physical therapy, those receiving physical therapy within 3 days were consistently associated with the lowest health care utilization and cost measures. Limitations This study was based on commercial insurance claims data from 1 state. Conclusions When referral for physical therapy is warranted for patients with acute LBP, immediate referral and initiation (within 3 days) may lead to lower health care utilization and LBP-related costs.