This exercise in conditional probability helps us to understand a very counter-intuitive result: in spite of the ‘90% accuracy’ of the scan, the vast majority of women with a positive mammogram do not have breast cancer. It is easy to confuse the probability of a positive test, given cancer, with the probability of cancer, given a positive test.