Mortality risk prediction in burn injury: Comparison of logistic regression with machine learning approaches

The established logistic regression model of burn mortality performs well against more complex alternatives. Clinical prediction with a small set of strong, stable, independent predictors is unlikely to gain much from machine learning outside specialist research contexts.