ALB and diabetes mellitus: After adjusting for potential confounding factors, including sex, age, diabetes mellitus, cardiovascular disease, cancer, late referral, dialysis modality, serum bicarbonate, and serum albumin at the time of dialysis initiation, patients who participated in the SDM program demonstrated significantly lower odds of requiring unplanned dialysis compared to those receiving standard care.