ALB and carotid atherosclerosis: This study successfully developed a predictive model for cerebral small vessel disease (CSVD) that incorporates nine clinical predictive factors including gender, age, history of stroke, carotid atherosclerosis, hypertension, creatinine, Lipoprotein(a), Albumin/Globulin Ratio, and homocysteine.