Crucial parameter of any simple screening design: the probability that someone scoring above the screening cutting point does have the problem. Complement of NPV (Negative Predictive Value). See details in screening and the shiny app that allows you to get the NPV and PPV for any screening measure given the sensitivity and specificity of the measure and prevalence of the problem.
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