The principal features include APACHE, length of hospital stay before ICU admission, length of ICU stay, AST, SBP, albumin, Charlson, history of malignant cancer, platelet, age, OASIS, FiO2, history of liver disease, BUN, GCS, total bilirubin, admission weight, DBP, and base excess. Here, ALB is linked to liver disorder.