Prediction of Outcome in Acute Lower Gastrointestinal Bleeding Using Gradient Boosting

Abstract

The gradient boosting algorithm accurately predicts outcome in patients with acute lower gastrointestinal bleeding and outperforms multiple logistic regression based models. These may be useful for risk stratification of patients on presentation to the emergency department.