Improving Patient Outcomes Requires Causal Modeling, Not Just Accurate Outcome Prediction

Accurate outcome prediction models do not necessarily lead to improved patient outcomes when used for treatment decision-making. Causal modeling is required to develop decision support tools that can reliably guide individualized treatment choices.