Of 20 variables, seven key predictors were selected for the model, including four continuous variables (age, serum albumin level, number of hypnotics and sedatives drugs, and total number of drugs) and three categorial variables (neurologic disorders, depression, and fall-down risk). Here, ALB is linked to major depressive disorder.