Assessing the performance of prediction models a Values are odds ratios with 95% confidence intervals Continuous predictors were first studied with restricted cubic spline functions and then simplified to simple parametric forms A clinically relevant cut off for the risk of tumor was based on a decision analysis where estimates from literature and from experts in the field were used to formally weigh the harms of missing tumor against