This retrospective study evaluated the performance of the Enhanced Liver Fibrosis (ELF) score and developed a new algorithm (ALBA) using ALT, BMI, and HbA1c to predict significant liver fibrosis (≥F2) in a community-based liver service. The ALBA algorithm showed good performance and combining it with ELF improved prediction accuracy.