Performance of machine learning techniques on prediction of esophageal varices grades among patients with cirrhosis.

The findings may help to better predict EV with high precision and accuracy and also can help reduce the burden of frequent visits to endoscopic centers. It can also help practitioners to manage cirrhosis by predicting EV with lower costs.