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You split the two groups into "test positive" and "test negative" then, based on rates of false positive/negative, you split those groups into a further two groups
So you have: % positive = % actual positive + % false positive
And: % negative = % actual negative + % false negative
You use the decision tree to calculate total probability of X occurrence, and you use that number as a guide for decision making.