P(positive, cancer) = P(positive|cancer) × P(cancer). This equality reduces the degrees of freedom by one. If we know the fraction of patients with cancer, and the chance that a cancer patient has a positive mammography, we can deduce the fraction of patients who have breast cancer and a positive mammography by multiplying.
