Beeswarm plots revealed directional associations, with lower weight, elevated CCI, higher SOFA score, tachycardia, increased respiratory rate, elevated lactate, hypocalcemia, low hematocrit, and leukocytosis all linked to greater mortality risk, whereas higher albumin was protective (Figure 6c). This evidence concerns the gene ALB and Increased total leukocyte count.