The selected features included clinical, laboratory, and treatment-related variables: CRP, eGFR, BNP/NT-proBNP, hemoglobin levels, length of hospital stay, HbA1c, BMI, anemia status, diuretic use, previous hospitalizations, alcohol consumption history, age, chronic kidney disease, and smoking history. Here, CRP is linked to anemia (phenotype).