Determining relative importance of variables in developing and validating predictive models

BackgroundMultiple regression models are used in a wide range of scientific disciplines and automated model selection procedures are frequently used to identify independent predictors. However, determination of relative importance of potential predictors and validating the fitted models for their stability, predictive accuracy and generalizability are often overlooked or not done thoroughly.MethodsUsing a case study aimed at predicting children …