Categorical covariate;
CUSUM chart;
DPCLs;
Score test statistic;
Surgical performance;
PROBABILITY CONTROL LIMITS;
HEALTH-CARE;
IMPROVEMENT;
D O I:
10.1016/j.cie.2023.109738
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
In recent years, the use of risk-adjusted control charts for monitoring surgical performance has gained significant attention among researchers. However, many existing monitoring methods only consider patient risk factors that impact surgical performance, and fail to account for other risk factors, such as the surgeon's level of experience. This study presents a new phase II risk-adjusted cumulative sum (CUSUM) chart based on the score test statistic, which includes a risk-adjusted mortality model with dummy variables. This new control chart not only monitors shifts in location and scale parameters related to surgical performance, but also accounts for changes in the risk distribution of the patient population by using dynamic probability control limits (DPCLs). The proposed method is further elaborated and validated through simulations in a practical context, and simulation results indicate that this method is more sensitive to small abnormal changes.
机构:
Jiangsu Normal Univ, Sch Math & Stat, Xuzhou 221116, Jiangsu, Peoples R ChinaJiangsu Normal Univ, Sch Math & Stat, Xuzhou 221116, Jiangsu, Peoples R China
Li, Jianbo
Jiang, Jiancheng
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h-index: 0
机构:
Univ North Carolina Charlotte, Dept Math & Stat, Charlotte, NC 28223 USAJiangsu Normal Univ, Sch Math & Stat, Xuzhou 221116, Jiangsu, Peoples R China
Jiang, Jiancheng
Jiang, Xuejun
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机构:
Southern Univ Sci & Technol, Dept Math, Shenzhen 518055, Guangdong, Peoples R ChinaJiangsu Normal Univ, Sch Math & Stat, Xuzhou 221116, Jiangsu, Peoples R China
Jiang, Xuejun
Liu, Lin
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机构:
Jiangsu Normal Univ, Res Ctr Higher Educ, Xuzhou 221116, Jiangsu, Peoples R ChinaJiangsu Normal Univ, Sch Math & Stat, Xuzhou 221116, Jiangsu, Peoples R China
机构:
Virginia Tech, Dept Stat, 405 Hutcheson Hall 0439,250 Drillfield Dr, Blacksburg, VA 24061 USAVirginia Tech, Dept Stat, 405 Hutcheson Hall 0439,250 Drillfield Dr, Blacksburg, VA 24061 USA
Keefe, Matthew J.
Loda, Justin B.
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机构:
Virginia Tech, Dept Stat, 405 Hutcheson Hall 0439,250 Drillfield Dr, Blacksburg, VA 24061 USAVirginia Tech, Dept Stat, 405 Hutcheson Hall 0439,250 Drillfield Dr, Blacksburg, VA 24061 USA
Loda, Justin B.
Elhabashy, Ahmad E.
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机构:
Virginia Tech, Grado Dept Ind & Syst Engn, 250 Perry St, Blacksburg, VA 24061 USA
Alexandria Univ, Fac Engn, Prod Engn Dept, Alexandria 21544, EgyptVirginia Tech, Dept Stat, 405 Hutcheson Hall 0439,250 Drillfield Dr, Blacksburg, VA 24061 USA
Elhabashy, Ahmad E.
Woodall, William H.
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h-index: 0
机构:
Virginia Tech, Dept Stat, 405 Hutcheson Hall 0439,250 Drillfield Dr, Blacksburg, VA 24061 USAVirginia Tech, Dept Stat, 405 Hutcheson Hall 0439,250 Drillfield Dr, Blacksburg, VA 24061 USA