RATIONALE AND OBJECTIVES: We describe a step-by-step procedure for estimating power and sample size for planned multireader receiver operating characteristic (ROC) studies that will be analyzed using either the Dorfman-Berbaum-Metz (DBM) or Obuchowski-Rockette (OR) method. This procedure updates previous approaches by incorporating recent methodological developments and unifies the approaches by allowing inputs to be conjectured parameter values or outputs from either a DBM or OR pilot-study analysis. MATERIALS AND METHODS: Power computations are described in a step-by-step procedure and the theoretical basis for the procedure is described. Updates include using the currently recommended denominator degrees of freedom, accounting for different pilot and planned study normal-to-abnormal case ratios, and a new method for computing the OR test-by-reader variance component. RESULTS: Using a real dataset we illustrate how to compute the power for two planned studies, one having the same normal-to-abnormal case ratio as the pilot study and the other having a different ratio. In a simulation study, we show that the proposed procedure gives mean power estimates close to the true power. CONCLUSIONS: Application of the updated procedure is straightforward. It is important that pilot data be comparable to the planned study with respect to the modalities, reader expertise, and case selection. Variability of the power estimates warrants further investigation.
Power estimation for multireader ROC methods an updated and unified approach.
针对多读者 ROC 方法的功效估计:一种更新和统一的方法
阅读:6
作者:Hillis Stephen L, Obuchowski Nancy A, Berbaum Kevin S
| 期刊: | Academic Radiology | 影响因子: | 3.900 |
| 时间: | 2011 | 起止号: | 2011 Feb;18(2):129-42 |
| doi: | 10.1016/j.acra.2010.09.007 | ||
特别声明
1、本页面内容包含部分的内容是基于公开信息的合理引用;引用内容仅为补充信息,不代表本站立场。
2、若认为本页面引用内容涉及侵权,请及时与本站联系,我们将第一时间处理。
3、其他媒体/个人如需使用本页面原创内容,需注明“来源:[生知库]”并获得授权;使用引用内容的,需自行联系原作者获得许可。
4、投稿及合作请联系:info@biocloudy.com。
