Literature DB >> 18206624

Selection of a rating scale in receiver operating characteristic studies: some remaining issues.

Howard E Rockette1, David Gur.   

Abstract

RATIONALE AND
OBJECTIVES: The aim of this study is to compare the ratings of a group of readers that used two different rating scales in a receiver operating characteristic (ROC) study and to clarify some remaining issues when selecting a rating scale for such studies.
MATERIALS AND METHODS: We reanalyzed a previously conducted ROC study in which readers used both a 5-point and a 101-point scale to identify abdominal masses in 95 cases. Summary statistics include the distribution of scores by reader for each of the rating scales, the proportion of tied scores when using the 5-point scale that correctly resolved when using the 101-point scale and the proportion of paired normal-abnormal cases where the two rating scales resulted in a different selection of an abnormal case.
RESULTS: As a group, the readers used 84 of the rating categories when using the 101-point scale but the categories used differed for individual readers. All readers tended to resolve the majority of ties on the 5-point scale in favor of correct decisions and to maintain correct decisions when a more refined scale was used.
CONCLUSIONS: The reanalysis presented here provides additional evidence that readers in a ROC study can adjust to a 101-point scale and the use of such a refined scale can increase discriminative ability. However, the decision of selecting an appropriate scale should also consider the underlying abnormality in question and relevant clinical considerations.

Mesh:

Year:  2008        PMID: 18206624      PMCID: PMC2238341          DOI: 10.1016/j.acra.2007.10.011

Source DB:  PubMed          Journal:  Acad Radiol        ISSN: 1076-6332            Impact factor:   3.173


  9 in total

1.  Continuous versus categorical data for ROC analysis: some quantitative considerations.

Authors:  R F Wagner; S V Beiden; C E Metz
Journal:  Acad Radiol       Date:  2001-04       Impact factor: 3.173

2.  "Proper" Binormal ROC Curves: Theory and Maximum-Likelihood Estimation.

Authors: 
Journal:  J Math Psychol       Date:  1999-03       Impact factor: 2.223

3.  Study design in the evaluation of breast cancer imaging technologies.

Authors:  F Houn; R A Bright; H F Bushar; B Y Croft; C A Finder; J K Gohagan; R J Jennings; P Keegan; L G Kessler; B S Kramer; L O Martynec; M Robinowitz; W M Sacks; D G Schultz; R F Wagner
Journal:  Acad Radiol       Date:  2000-09       Impact factor: 3.173

4.  An empirical comparison of discrete ratings and subjective probability ratings.

Authors:  Kevin S Berbaum; Donald D Dorfman; E A Franken; Robert T Caldwell
Journal:  Acad Radiol       Date:  2002-07       Impact factor: 3.173

5.  The use of continuous and discrete confidence judgments in receiver operating characteristic studies of diagnostic imaging techniques.

Authors:  H E Rockette; D Gur; C E Metz
Journal:  Invest Radiol       Date:  1992-02       Impact factor: 6.016

6.  Quasi-continuous and discrete confidence rating scales for observer performance studies: Effects on ROC analysis.

Authors:  Lubomir Hadjiiski; Heang-Ping Chan; Berkman Sahiner; Mark A Helvie; Marilyn A Roubidoux
Journal:  Acad Radiol       Date:  2007-01       Impact factor: 3.173

Review 7.  "Binary" and "non-binary" detection tasks: are current performance measures optimal?

Authors:  David Gur; Howard E Rockette; Andriy I Bandos
Journal:  Acad Radiol       Date:  2007-07       Impact factor: 3.173

8.  Maximum likelihood estimation of receiver operating characteristic (ROC) curves from continuously-distributed data.

Authors:  C E Metz; B A Herman; J H Shen
Journal:  Stat Med       Date:  1998-05-15       Impact factor: 2.373

9.  Limitations to the robustness of binormal ROC curves: effects of model misspecification and location of decision thresholds on bias, precision, size and power.

Authors:  S J Walsh
Journal:  Stat Med       Date:  1997-03-30       Impact factor: 2.373

  9 in total
  1 in total

1.  ROCView: prototype software for data collection in jackknife alternative free-response receiver operating characteristic analysis.

Authors:  J Thompson; P Hogg; S Thompson; D Manning; K Szczepura
Journal:  Br J Radiol       Date:  2012-05-09       Impact factor: 3.039

  1 in total

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