CRP and infective endocarditis: Additionally, we included features specifically associated with active infective endocarditis, such as large vegetations, embolisms, and infective shock, along with features indicative of the systemic inflammatory level, such as CRP, SIRI, SII, etc. Most of these features are pre-operative to avoid reverse causality, thereby enhancing the interpretability and clinical applicability of the model.