In the FP case, the model predicted NEC primarily due to markedly reduced bowel peristalsis (SHAP +4.45), despite low CRP (1.09 mg/L, SHAP −1.28) and normal bowel wall thickness (2.16 mm, SHAP −0.59). Here, CRP is linked to necrotizing enterocolitis.