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The statistical model was based on machine learning of the Kohonen map, together with univariate and multivariate analysis. The selected neuron (Neuron 3) incorporated 23 cases of CD, 9 of suspected IBD, 2 patients with UC, and 4 with other pathologies. The statistical analysis identified bowel wall thickening, intestinal stricture, and lymphadenopathy as the 3 MRE findings most associated with Neuron 3 (AUC = 0.919, = 0.031). Bowel wall thickening, stricture, and enlarged mesenteric lymph nodes in MRE are independent predictive factors