ALB and susceptibility to pneumonia measurement: In addition, SHAP (SHapley Additive exPlanations) elucidated that a higher proportion of pneumonia and respiratory failure, a higher SOFA score and heart rate, and lower RDW, albumin, serum calcium, and blood pH were risk contributors for developing PerCI (Supplementary Figure 6).