CRP and Ascites: The Random Forest model ranked the importance of all of the features, revealing that inflammatory markers (CRP and leukocytes), the presence of organ failure (ACLF/MELD-Na score), fever, the extent of underlying comorbidities (CCI), a history of ascites, and prior SBP episodes are well suited for differentiating infected from non-infected ascites.