A comparison of denominator degrees of freedom methods for multiple observer ROC analysis

被引:135
作者
Hillis, Stephen L. [1 ]
机构
[1] Iowa City VA Med Ctr, Ctr Res Implementat Innovat Strategies Practice, Iowa City, IA 52246 USA
关键词
receiver operating characteristic (ROC) curve; corrected F; diagnostic radiology; degrees of freedom;
D O I
10.1002/sim.2532
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
There are several methods available for analysing multireader ROC studies that generalize results to both the reader and case populations. Two of these methods-the Dorfman-Berbaum-Metz (DBM) method and the Obuchowki-Rockette (OR) method-appear to be quite different in their original formulations. However, recently it has been shown that the DBM and OR procedures yield the same test statistic when based on the same accuracy measure and covariance estimation method, but inferences can vary depending on which denominator degrees of freedom (ddf) method, DBM or OR, is used. I show in simulations that there are problems with both ddf methods: OR is ultraconservative with significance levels considerably below the nominal level, and DBM can result in extremely wide confidence intervals because the ddf can be close to zero. I propose a new ddf method that overcomes both of these problems and can be used with either the OR or DBM procedure. Copyright (c) 2006 John Wiley & Sons, Ltd.
引用
收藏
页码:596 / 619
页数:24
相关论文
共 28 条
[1]   COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH [J].
DELONG, ER ;
DELONG, DM ;
CLARKEPEARSON, DI .
BIOMETRICS, 1988, 44 (03) :837-845
[2]  
Dorfman D. D., 1982, EVALUATION DIAGNOSTI, P212
[3]   MAXIMUM-LIKELIHOOD ESTIMATION OF PARAMETERS OF SIGNAL-DETECTION THEORY AND DETERMINATION OF CONFIDENCE INTERVALS - RATING-METHOD DATA [J].
DORFMAN, DD ;
ALF, E .
JOURNAL OF MATHEMATICAL PSYCHOLOGY, 1969, 6 (03) :487-&
[4]   Monte Carlo validation of a multireader method for receiver operating characteristic discrete rating data: Factorial experimental design [J].
Dorfman, DD ;
Berbaum, KS ;
Lenth, RV ;
Chen, YF ;
Donaghy, BA .
ACADEMIC RADIOLOGY, 1998, 5 (09) :591-602
[5]   RECEIVER OPERATING CHARACTERISTIC RATING ANALYSIS - GENERALIZATION TO THE POPULATION OF READERS AND PATIENTS WITH THE JACKKNIFE METHOD [J].
DORFMAN, DD ;
BERBAUM, KS ;
METZ, CE .
INVESTIGATIVE RADIOLOGY, 1992, 27 (09) :723-731
[6]   ESTIMATING DEGREES OF FREEDOM FOR LINEAR COMBINATIONS OF MEAN SQUARES BY SATTERTHWAITES FORMULA [J].
GAYLOR, DW ;
HOPPER, FN .
TECHNOMETRICS, 1969, 11 (04) :691-&
[7]  
HANLEY JA, 1989, CRIT REV DIAGN IMAG, V29, P307
[8]   THE MEANING AND USE OF THE AREA UNDER A RECEIVER OPERATING CHARACTERISTIC (ROC) CURVE [J].
HANLEY, JA ;
MCNEIL, BJ .
RADIOLOGY, 1982, 143 (01) :29-36
[9]   Monte Carlo validation of the Dorfman-Berbaum-Metz method using normalized pseudovalues and less data-based model simplification [J].
Hillis, SL ;
Berbaum, KS .
ACADEMIC RADIOLOGY, 2005, 12 (12) :1534-1541
[10]   A comparison of the Dorfman-Berbaum-Metz and Obuchowski-Rockette methods for receiver operating characteristic (ROC) data [J].
Hillis, SL ;
Obuchowski, NA ;
Schartz, KM ;
Berbaum, KS .
STATISTICS IN MEDICINE, 2005, 24 (10) :1579-1607