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A learning curve of total knee arthroplasty (TKA) based on surgical volume analysis
Authors:Ching-Hsue ChengYu-Tien Cheng  Jr-Shian Chen
Affiliation:a Department of Information Management, National Yunlin University of Science and Technology, 123 University Rd, Section 3, Douliou, Yunlin 64002, Taiwan, ROC
b Department of Computer Science and Information Management, Hungkuang University, 34 Chung-Chie Rd, Sha Lu, Taichung 44302, Taiwan, ROC
Abstract:The purpose of this study is to discover valuable medical facts by utilizing the Taiwan National Health Insurance (NHI) database, which contains 32,200 records of TKA surgeries. Three main objectives of this paper include the following: (a) building learning curves of TKA from the target database; (b) characterizing how the TKA volume correlates with infection rate and mortality; (c) examining the differences of infection rate and mortality between the medical center (Group I) and the non-medical center (Group II). The TKA samples are classified into two groups according to their institution type (medical center and non-medical center). The Z-test is used to test whether there are differences in the infection rate and mortality between the two observed groups. This study also adopts linear/nonlinear regression to investigate the relationship between TKA volume and the infection rate (mortality). This study has three main findings: (a) it confirms a correlation between the TKA surgical volumes and certain outcomes, (b) surgeons and hospitals with higher TKA volumes exhibit better operation quality, lower postoperative complication rate, and (c) there are significant differences in infection and mortality rate between Group I and Group II.
Keywords:Learning curve   Total knee arthroplasty (TKA)   Surgical volume
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