The initial variables that went into the model included age at admission, BMI, heart rate on admission, albumin value, initial absolute lymphocyte count on admission, vaccination group, race, elevated creatinine from baseline, hypertension, and home steroid use. This evidence concerns the gene ALB and Hypertension.