Additionally, prognostic quantitative markers for AP were established: albumin <30 g/L, with interactive effects between albumin levels and nutritional risk.<h4>Conclusion</h4>This dual-framework methodology amalgamates epidemiological rigor with artificial intelligence interpretability, allowing AP identification and prognostic evaluation through routine clinical parameters. The gene discussed is ALB; the disease is alkaline phosphatase measurement.