Unexpected predictor–outcome associations in clinical prediction research: causes and solutions

Clinical prediction models aim to predict individual clinical outcomes using multiple predictor variables. Prediction models are abundant in the medical literature and their number is increasing.11–32 Established causal risk factors are often good predictors. For example, the Framingham