ALB and susceptibility to pneumonia measurement: After excluding patients with missing preoperative albumin values (n = 150), those with infectious diseases within 1 month before surgery (n = 220), and those with missing diagnostic data for pneumonia (n = 75), a total of 21,804 patients were included in the final analysis.