ALB and Thrombocytopenia: Huang et al. identified thrombocytopenia, altered consciousness, and perinephric extension as key mortality predictors [7], while Lu et al. emphasised the role of severe hypoalbuminemia (serum albumin <3 g/dl), polymicrobial infections, and dialysis dependency in predicting poor outcomes [5].