Eccentric Diagnostic Tests: Redefining Sensitivity and Specificity

Diagnostic tests exist for which the current definitions of sensitivity and specificity are in adequate. Such tests are called eccentric to distinguish them from normal diagnostic tests, for which the standard definitions are satisfactory. It is shown that when the standard defi nitions are used wit...

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Bibliographic Details
Published in:Medical decision making 1996-01, Vol.16 (1), p.15-23
Main Author: Somoza, Eugene
Format: Article
Language:English
Subjects:
Diagnostic Tests, Routine - standards
False Positive Reactions
Information Theory
Models, Biological
ROC Curve
Sensitivity and Specificity
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Summary:Diagnostic tests exist for which the current definitions of sensitivity and specificity are in adequate. Such tests are called eccentric to distinguish them from normal diagnostic tests, for which the standard definitions are satisfactory. It is shown that when the standard defi nitions are used with eccentric tests there will be an appreciable range of cutoff values over which the test has no discriminating power. This is demonstrated with ROC analysis and information theory New definitions of sensitivity and specificity that are valid for both normal and eccentric tests are proposed. These definitions require the use of two cutoffs to distin guish test-positive from test-negative individuals When the new definitions are used with eccentric tests, performance improves significantly and the anomalous regions of zero dis criminating power disappear. In the limit of zero eccentricity the new definitions become identical to the old. Key words: eccentric diagnostic tests; sensitivity; specificity, ROC anal ysis ; information theory. (Med Decis Making 1996;16:15-23)
ISSN:0272-989X
1552-681X
DOI:10.1177/0272989X9601600108