ALB and respiratory failure: Furthermore, in terms of XGBoost model, SOFA score had the most influence on in-hospital mortality prediction, followed by anion gap, billirubin, OASIS score, albumin, white blood cell, bicarbonate, length of hospital, acute respiratory failure, RDW, temperature, creatinine, platelet, MCHC and BMI (Fig 3C).