The model indicated that patients with a tumor size > 1.5 cm, a CTR > 0.75, a pleural indentation around the tumor by CT imaging, and a CEA value > 5.0 ng/ml had a greater risk of being LNM-positive. Here, CEACAM5 is linked to neoplasm.