These models use the combined detection of serum tumor markers (AFP, AFP-L3% and PIVKA-II) alongside demographic information, laboratory test results and specific algorithms, including GALAD (gender, age, AFP, AFP-L3% and PIVKA-II) and GALAD-like models (Huang et al., 2023). Here, AFP is linked to neoplasm.