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通过自助法提升成本效益分析:一种用于置信区间估计的非参数方法。

Pulling cost-effectiveness analysis up by its bootstraps: a non-parametric approach to confidence interval estimation.

作者信息

Briggs A H, Wonderling D E, Mooney C Z

机构信息

Health Economics Research Centre, University of Oxford, UK.

出版信息

Health Econ. 1997 Jul-Aug;6(4):327-40. doi: 10.1002/(sici)1099-1050(199707)6:4<327::aid-hec282>3.0.co;2-w.

Abstract

The statistic of interest in the economic evaluation of health care interventions is the incremental cost effectiveness ratio (ICER), which is defined as the difference in cost between two treatment interventions over the difference in their effect. Where patient-specific data on costs and health outcomes are available, it is natural to attempt to quantify uncertainty in the estimated ICER using confidence intervals. Recent articles have focused on parametric methods for constructing confidence intervals. In this paper, we describe the construction of non-parametric bootstrap confidence intervals. The advantage of such intervals is that they do not depend on parametric assumptions of the sampling distribution of the ICER. We present a detailed description of the non-parametric bootstrap applied to data from a clinical trial, in order to demonstrate the strengths and weaknesses of the approach. By examining the bootstrap confidence limits successively as the number of bootstrap replications increases, we conclude that percentile bootstrap confidence interval methods provide a promising approach to estimating the uncertainty of ICER point estimates. However, successive bootstrap estimates of bias and standard error suggests that these may be unstable; accordingly, we strongly recommend a cautious interpretation of such estimates.

摘要

医疗保健干预措施经济评估中关注的统计量是增量成本效益比(ICER),它被定义为两种治疗干预措施之间的成本差异除以其效果差异。当有关于成本和健康结果的患者特定数据时,尝试使用置信区间来量化估计的ICER中的不确定性是很自然的。最近的文章集中在构建置信区间的参数方法上。在本文中,我们描述了非参数自助法置信区间的构建。这种区间的优点是它们不依赖于ICER抽样分布的参数假设。我们详细描述了应用于临床试验数据的非参数自助法,以展示该方法的优缺点。通过随着自助重复次数的增加依次检查自助置信限,我们得出结论,百分位数自助法置信区间方法为估计ICER点估计的不确定性提供了一种有前景的方法。然而,偏差和标准误差的连续自助估计表明这些可能不稳定;因此,我们强烈建议谨慎解释此类估计。

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