ALB and diabetes mellitus: Figure 2 displays the results of variable screening performed by LASSO regression. The six identified risk factors included gender, SOFA score, shock index (SI), blood urea nitrogen (BUN), albumin level, and diabetes status. Based on these selected features, a nomogram was constructed, as illustrated in Figure 3.