4.7 Article

An improved measure for comparing diagnostic tests

Journal

COMPUTERS IN BIOLOGY AND MEDICINE
Volume 30, Issue 2, Pages 89-96

Publisher

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/S0010-4825(99)00025-6

Keywords

diagnostic test; ROC curve analysis; misdiagnosis costs

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We present a loss based method for comparing the predictive performance of diagnostic tests. Unlike standard assessment mechanisms, like the area under the receiver-operating characteristic curve and the misclassification rate, our method takes specific advantage of any information that can be obtained about misclassification costs. We argue that not taking costs into account can lead to incorrect conclusions, and illustrate with two examples. (C) 2000 Elsevier Science Ltd. All rights reserved.

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