Thus, the AUCs when using tumor size (AUC = 0.753), SUVmax (AUC = 0.734), or CEA (AUC = 0.720) alone were also calculated, which were significantly lower than those of ML-based models (Table 2). This evidence concerns the gene CEACAM5 and neoplasm.