Nonlinear modeling was applied thoughtfully for risk prediction: the Prostate Biopsy Collaborative Group

Flexible nonlinear modeling methods led to better model performance at internal validation. However, when application of the model is intended across a wide range of settings, less flexible functions may be more appropriate to maximize external validity.