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The tests are partitioned into disjoint groups, assumed to be conditionally independent between groups, but allowed to have arbitrary dependence within a group. The groups are intended to capture similar biological features of the tests. A Dirichlet\u2010multinomial model is employed with a Gibbs Sampler to estimate the sensitivity and specificity of the tests. 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