Monitoring the quality of cardiac surgery based on three or more surgical outcomes using a new variable life-adjusted display

被引:6
|
作者
Gan, Fah Fatt [1 ]
Tang, Xu [1 ]
Zhu, Yexin [1 ]
Lim, Puay Weng [1 ]
机构
[1] Natl Univ Singapore, Dept Stat & Appl Probabil, 6 Sci Dr 2, Singapore 117546, Singapore
关键词
likelihood ratio statistic; multiple surgical outcomes; Parsonnet score; quality monitoring; quality of cardiac operations; risk adjustment; INTENSIVE-CARE; CONTROL CHARTS; RISK; PERFORMANCE; MORTALITY; VLAD; IMPROVEMENT; SERVICE; CUSUM;
D O I
10.1093/intqhc/mzx033
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Quality problem or issue: The traditional variable life-adjusted display (VLAD) is a graphical display of the difference between expected and actual cumulative deaths. The VLAD assumes binary outcomes: death within 30 days of an operation or survival beyond 30 days. Full recovery and bedridden for life, for example, are considered the same outcome. This binary classification results in a great loss of information. Initial assessment: Although there are many grades of survival, the binary outcomes are commonly used to classify surgical outcomes. Consequently, quality monitoring procedures are developed based on binary outcomes. With a more refined set of outcomes, the sensitivities of these procedures can be expected to improve. Choice of solution: A likelihood ratio method is used to define a penalty-reward scoring system based on three or more surgical outcomes for the new VLAD. The likelihood ratio statistic W is based on testing the odds ratio of cumulative probabilities of recovery R. Two methods of implementing the new VLAD are proposed. Implementation: We accumulate the statistic W - W-R to estimate the performance of a surgeon where WR is the average of the W's of a historical data set. The accumulated sum will be zero based on the historical data set. This ensures that if a new VLAD is plotted for a future surgeon of performance similar to this average performance, the plot will exhibit a horizontal trend. Evaluation: For illustration of the new VLAD, we consider 3-outcome surgical results: death within 30 days, partial and full recoveries. In our first illustration, we show the effect of partial recoveries on surgical results of a surgeon. In our second and third illustrations, the surgical results of two surgeons are compared using both the traditional VLAD based on binary-outcome data and the new VLAD based on 3-outcome data. A reversal in relative performance of surgeons is observed when the new VLAD is used. In our final illustration, we display the surgical results of four surgeons using the new VLAD based completely on 3-outcome data. Lessons learned: Full recovery and bedridden for life are two completely different outcomes. There is a great loss of information when different grades of 'successful' operations are naively classified as survival. When surgical outcomes are classified more accurately into more than two categories, the resulting new VLAD will reveal more accurately and fairly the surgical results.
引用
收藏
页码:427 / 432
页数:6
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