Recent Developments in the Dorfman-Berbaum-Metz Procedure for Multireader ROC Study Analysis

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作者：

Stephen，L.，Hillis，and，Kevin，S.，Berbaum，and，Charles，E.

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摘要：

Rationale and objectives The Dorfman-Berbaum-Metz (DBM) method has been one of the most popular methods for analyzing multireader receiver-operating characteristic (ROC) studies since it was proposed in 1992. Despite its popularity, the original procedure has several drawbacks: it is limited to jackknife accuracy estimates, it is substantially conservative, and it is not based on a satisfactory conceptual or theoretical model. Recently, solutions to these problems have been presented in three papers. Our purpose is to summarize and provide an overview of these recent developments. Materials and Methods We present and discuss the recently proposed solutions for the various drawbacks of the original DBM method. Results We compare the solutions in a simulation study and find that they result in improved performance for the DBM procedure. We also compare the solutions using two real data studies and find that the modified DBM procedure that incorporates these solutions yields more significant results and clearer interpretations of the variance component parameters than the original DBM procedure. Conclusions We recommend using the modified DBM procedure that incorporates the recent developments.

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关键词：

DBM diagnostic radiology jackknife area under the curve (AUC)

DOI：

10.1016/j.acra.2007.12.015

被引量：

212

年份：

2008