CRP and alkaline phosphatase measurement: Other studies, such as those by Kong et al. (2020), reinforce the predictive value of NLR, supporting its use as an efficient early indicator for AP severity due to its correlation with systemic inflammation markers like C-reactive protein (CRP) and its diagnostic performance similar to conventional scoring systems [22].