Finding 2 In predicting ICU admission likelihood, the TabNet model depicted that Ferritin, ALT, and Cxdhx were the top 3 predictors of a patient needing ICU admission after contracting COVID 19, and COPD, ferritin, and Myalgia were the top 3 predictors of a patient dying from the COVID-19 disease. Here, GPT is linked to chronic obstructive pulmonary disease.