AFP and hepatocellular carcinoma: In HCCs, the stack model achieved higher detection accuracy than AFP for both early and advanced HCC (Fig. 5c) and achieved high detection accuracy in AFP-negative patients (25 of 28 patients for AFP < 20 ng/mL, 89.29%, Additional file 1: Fig. S3a).