Think A=positive and B=test positive then plug into Bayesian formula P(A|B)=P(B|A)P(A)/P(B) covered by AP statistics.
A MD needs to know these basics including the concepts of prevalence, sensitivity and specificity, because you need to rank your solutions by importance, likelihood and economy.
