GDF15 and alkaline phosphatase measurement: Studies and systematic reviews [29,36,37,38] indicated that albumin, high-density lipoprotein–cholesterol, Interleukin-6, GDF15, a deep learning model, the Ranson Score, and the bedside index for severity in AP are effective predictors for POF in patients with AP.