Tools like aspiration pneumonia prediction models and the ADELES risk score (Age, Dementia, Eating Dependency, Leg Surgery, and Serum Albumin) for lower-extremity surgeries can support tailored discharge planning and enhance preparedness for the elderly and their families [64, 78]. The gene discussed is ALB; the disease is aspiration pneumonitis.