Age, Sex, and variables with p < 0.1 in univariate analysis, such as ECW/TBW ≥ 0.41, active cancer, HR, altered mental status, Hb, albumin, and lactate levels, were included in the multivariable analyses. Here, ALB is linked to cancer.