Keywords: Liver Disease Progression; Risk Analysis; Mental Health; Fibrosis; AUC; area under the receiver operator characteristic curve; HE; hepatic encephalopathy; NRI; Net Reclassification Index; PHES; Psychometric Hepatic Encephalopathy Score; ROC; receiver oper