This paper further explores the analytic connections between three commonly used statistical measures of agreement for 2 × 2 contingency tables: sensitivity, specificity, and the kappa coefficient, which are often employed in evaluating diagnostic tests. In particular, for a given fixed kappa the corresponding locus of minimum values of sensitivity and specificity is rigorously derived.
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Feuerman et al. (2007) studied this question.
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