Literature DB >> 16538699

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

Stephen L Hillis1.   

Abstract

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. 2006 John Wiley & Sons, Ltd.

Mesh:

Year:  2007        PMID: 16538699      PMCID: PMC1769324          DOI: 10.1002/sim.2532

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


  14 in total

1.  Multireader, multicase receiver operating characteristic analysis: an empirical comparison of five methods.

Authors:  Nancy A Obuchowski; Sergey V Beiden; Kevin S Berbaum; Stephen L Hillis; Hemant Ishwaran; Hae Hiang Song; Robert F Wagner
Journal:  Acad Radiol       Date:  2004-09       Impact factor: 3.173

2.  Power estimation for the Dorfman-Berbaum-Metz method.

Authors:  Stephen L Hillis; Kevin S Berbaum
Journal:  Acad Radiol       Date:  2004-11       Impact factor: 3.173

3.  A comparison of the Dorfman-Berbaum-Metz and Obuchowski-Rockette methods for receiver operating characteristic (ROC) data.

Authors:  Stephen L Hillis; Nancy A Obuchowski; Kevin M Schartz; Kevin S Berbaum
Journal:  Stat Med       Date:  2005-05-30       Impact factor: 2.373

4.  Monte Carlo validation of the Dorfman-Berbaum-Metz method using normalized pseudovalues and less data-based model simplification.

Authors:  Stephen L Hillis; Kevin S Berbaum
Journal:  Acad Radiol       Date:  2005-12       Impact factor: 3.173

5.  An approximate distribution of estimates of variance components.

Authors:  F E SATTERTHWAITE
Journal:  Biometrics       Date:  1946-12       Impact factor: 2.571

6.  Monte Carlo validation of a multireader method for receiver operating characteristic discrete rating data: factorial experimental design.

Authors:  D D Dorfman; K S Berbaum; R V Lenth; Y F Chen; B A Donaghy
Journal:  Acad Radiol       Date:  1998-09       Impact factor: 3.173

7.  Multireader, multimodality receiver operating characteristic curve studies: hypothesis testing and sample size estimation using an analysis of variance approach with dependent observations.

Authors:  N A Obuchowski
Journal:  Acad Radiol       Date:  1995-03       Impact factor: 3.173

8.  Dorfman-Berbaum-Metz method for statistical analysis of multireader, multimodality receiver operating characteristic data: validation with computer simulation.

Authors:  C A Roe; C E Metz
Journal:  Acad Radiol       Date:  1997-04       Impact factor: 3.173

Review 9.  ROC methodology in radiologic imaging.

Authors:  C E Metz
Journal:  Invest Radiol       Date:  1986-09       Impact factor: 6.016

10.  The meaning and use of the area under a receiver operating characteristic (ROC) curve.

Authors:  J A Hanley; B J McNeil
Journal:  Radiology       Date:  1982-04       Impact factor: 11.105

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  68 in total

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Journal:  J Digit Imaging       Date:  2012-08       Impact factor: 4.056

2.  Diagnostic performance of a Near-Infrared Breast Imaging system as adjunct to mammography versus X-ray mammography alone.

Authors:  F Collettini; J C Martin; F Diekmann; E Fallenberg; F Engelken; S Ponder; T J Kroencke; B Hamm; A Poellinger
Journal:  Eur Radiol       Date:  2011-09-27       Impact factor: 5.315

3.  Non-contrast enhanced MRI for evaluation of breast lesions: comparison of non-contrast enhanced high spectral and spatial resolution (HiSS) images versus contrast enhanced fat-suppressed images.

Authors:  Milica Medved; Xiaobing Fan; Hiroyuki Abe; Gillian M Newstead; Abbie M Wood; Akiko Shimauchi; Kirti Kulkarni; Marko K Ivancevic; Lorenzo L Pesce; Olufunmilayo I Olopade; Gregory S Karczmar
Journal:  Acad Radiol       Date:  2011-10-01       Impact factor: 3.173

4.  Multireader multicase reader studies with binary agreement data: simulation, analysis, validation, and sizing.

Authors:  Weijie Chen; Adam Wunderlich; Nicholas Petrick; Brandon D Gallas
Journal:  J Med Imaging (Bellingham)       Date:  2014-12-04

5.  Channelized Hotelling observer correlation with human observers for low-contrast detection in liver CT images.

Authors:  Alexandre Ba; Craig K Abbey; Damien Racine; Anaïs Viry; Francis R Verdun; Sabine Schmidt; François O Bochud
Journal:  J Med Imaging (Bellingham)       Date:  2019-05-20

6.  Verification of DICOM GSDF in complex backgrounds.

Authors:  David L Leong; Louise Rainford; Tamara Miner Haygood; Gary J Whitman; Philip M Tchou; William R Geiser; Selin Carkaci; Patrick C Brennan
Journal:  J Digit Imaging       Date:  2012-10       Impact factor: 4.056

7.  AI-based improvement in lung cancer detection on chest radiographs: results of a multi-reader study in NLST dataset.

Authors:  Hyunsuk Yoo; Sang Hyup Lee; Chiara Daniela Arru; Ruhani Doda Khera; Ramandeep Singh; Sean Siebert; Dohoon Kim; Yuna Lee; Ju Hyun Park; Hye Joung Eom; Subba R Digumarthy; Mannudeep K Kalra
Journal:  Eur Radiol       Date:  2021-06-04       Impact factor: 5.315

8.  Comparison of soft-copy and hard-copy reading for full-field digital mammography.

Authors:  Robert M Nishikawa; Suddhasatta Acharyya; Constantine Gatsonis; Etta D Pisano; Elodia B Cole; Helga S Marques; Carl J D'Orsi; Dione M Farria; Kalpana M Kanal; Mary C Mahoney; Murray Rebner; Melinda J Staiger
Journal:  Radiology       Date:  2009-04       Impact factor: 11.105

9.  CT colonography: effect of computer-aided detection of colonic polyps as a second and concurrent reader for general radiologists with moderate experience in CT colonography.

Authors:  Thomas Mang; Luca Bogoni; Vikram X Anand; Dass Chandra; Andrew J Curtin; Anna S Lev-Toaff; Gerardo Hermosillo; Ralph Noah; Vikas Raykar; Marcos Salganicoff; Robert Shaw; Susan Summerton; Rafel F R Tappouni; Helmut Ringel; Michael Weber; Matthias Wolf; Nancy A Obuchowski
Journal:  Eur Radiol       Date:  2014-05-10       Impact factor: 5.315

Review 10.  A brief history of free-response receiver operating characteristic paradigm data analysis.

Authors:  Dev P Chakraborty
Journal:  Acad Radiol       Date:  2013-04-12       Impact factor: 3.173

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