A high predictive accuracy (95.2%) was observed in the study dataset, with elevated odds of severe pancreatitis associated with NLR (OR = 3.78, 95% CI: 2.83-5.06) and CRP (OR = 1.06, 95% CI: 1.05-1.08). This evidence concerns the gene CRP and pancreatitis.