Similarly, Zadran et al. (2020) [29] developed a predictive model incorporating five variables associated with increased mortality: elevated Charlson Comorbidity Index (CCI), failure of C-reactive protein (CRP) normalization, cardiovascular disease, thoracic-level infection, and decreased Karnofsky performance score. Here, CRP is linked to infection.