Ridge Regression for Functional Form Identification of Continuous Predictors of Clinical Outcomes in Glomerular Disease.

The RIPR algorithm can capture nonlinear functional forms of predictors that are missed by standard ridge regression models. The top predictors of PROMIS scores vary greatly across methods. RIPR should be considered alongside other machine learning models in the prediction of patient-reported outcomes and other continuous outcomes.