ALB and COVID-19: In conclusion, the results of our study which used machine learning demonstrated that percentage of neutrophils, saturation of pulse oxygen at admission, alanine aminotransferase, sex, and albumin were possibly associated with the survival of patients with COVID-19, with very high accuracy of the prediction model and balance between data.