More specifically, the proposed method was able to recursively identify the APACHE-II, IL-1b, and IL-8 as those contributing most to the classification accuracy in Group C and for INT1, which suggests that these features can be used as disease severity predictors for ICU scoring and thus can determine the admission of hospitalized patients with COVID-19 in the ICU. This evidence concerns the gene IL1B and COVID-19.