With the filter method for variable selection, we selected the eight important variables as follows: hypertension, age, any comorbidity, aspartate aminotransferase, lactate dehydrogenase, SpO2 at the first visit, pneumonia, and C-reactive protein. Here, CRP is linked to pneumonia.