ALB and acute kidney injury: This nomogram, which includes variables such as sepsis, use of human albumin, mechanical ventilation, use of aminoglycosides, and Scr levels, can predict the occurrence of AKI in AHF patients upon their admission to the ICU, aligning with the current emphasis on personalized medicine.