The harm of class imbalance corrections for risk prediction models: Illustration and simulation using logistic regression

Methods to correct class imbalance (imbalance between the frequency of outcome events and nonevents) are receiving increasing interest for developing prediction models. We examined the effect of imbalance correction on the performance of logistic regression models.