For multiple diseases, early detection significantly improves patient outcomes. This motivates considerable investments in population-wide screening programs, such as mammography for breast cancer and low-dose CT for lung cancer. To be effective and economically viable, these programs must find the right balance between early detection and overscreening. This capacity builds on two complementary...