“…In this study, SVM and Naïve Bayes algorithms were the best in overall accuracy, while the logistic regression model resulted in the most sensitive results. In clinical studies and systemical reviews, the main biomarkers that are related to severe condition are elevated CRP [ 15 , 16 ], ferritin [ 11 , 15 , 16 , 21 , 25 , 29 , 30 ], BNP [ 15 , 21 ], D-dimer [ 15 , 16 , 31 ], troponin [ 15 , 16 , 21 ] levels, and reduced platelet [ 12 ] and lymphocyte counts [ 15 , 16 , 21 ]. Although it has been shown that various advanced markers such as IL-6, IL-10, IL-17A, and interferon-gamma (IFN-γ) have prognostic value, limited availability is the main obstacle to their widespread use [ 15 , 16 , 32 ].…”