采用配对设计的两种诊断检测的加权卡帕系数之差和之比的渐近置信区间

Jose Antonio Roldan-Nofuentes, Saad bouh Sidaty-regad
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引用次数: 0

摘要

二元诊断检测的加权卡帕系数是对诊断检测与金标准之间机会外一致性的衡量,它取决于诊断检测的灵敏度和特异性、疾病流行率以及假阳性和假阴性之间的相对重要性。本文通过置信区间研究了两种二元诊断检测的加权卡帕系数的比较。研究了参数差异的三个渐近置信区间和比率的其他五个置信区间。通过模拟实验研究了区间的覆盖概率和平均长度,并给出了一些应用的一般规则。此外,还提出了一种方法来计算通过置信区间比较两个加权卡帕系数所需的样本大小。为解决所研究的问题,我们用 R 语言编写了一个程序,并将其作为补充材料提供。研究结果已应用于疟疾诊断的实际案例中。
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Asymptotic confidence intervals for the difference and the ratio of the weighted kappa coefficients of two diagnostic tests subject to a paired design
The weighted kappa coefficient of a binary diagnostic test is a measure of the beyond-chance agreement between the diagnostic test and the gold standard, and depends on the sensitivity and specificity of the diagnostic test, on the disease prevalence and on the relative importance between the false positives and the false negatives. This article studies the comparison of the weighted kappa coefficients of two binary diagnostic tests subject to a paired design through confidence intervals. Three asymptotic confidence intervals are studied for the difference between the parameters and five other intervals for the ratio. Simulation experiments were carried out to study the coverage probabilities and the average lengths of the intervals, giving some general rules for application. A method is also proposed to calculate the sample size necessary to compare the two weighted kappa coefficients through a confidence interval. A program in R has been written to solve the problem studied and it is available as supplementary material. The results were applied to a real example of the diagnosis of malaria.
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