ALB and respiratory failure: In random forest model, SOFA score was the most influential feature, followed by albumin, OASIS score, anion gap, billirubin, mechanical ventilation, acute respiratory failure, APSIII score, length of hospital, BUN, WBC, respiratory rate, vasopressors usage and RDW, and these features also had important on random forest model (Fig 3A).