AFP and hepatocellular carcinoma: This observed discrepancy in AFP level trends may reflect a difference in the tumor biology of HCC between the two datasets, potentially leading to an unexpectedly reduced diagnostic yield in the external validation dataset when utilizing a model incorporating AFP as a feature.