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

Outcome imbalance is not a problem in itself, imbalance correction may even worsen model performance, and inaccurate probability estimates reduce the clinical utility of the model, because decisions about treatment are ill-informed.