Predicting hospital mortality for patients in the intensive care unit: A comparison of artificial neural networks with logistic regression models

When sample size is adequate, LR and ANN models have similar performance. However, development sets of < or = 800 were generally inadequate. This is concerning, given typical sample sizes used for individual ICU mortality prediction.