This study adopted Donabed’s structure-process-outcome model to guide variable selection: structural variables include demographic (age, residence) and clinical characteristics (diabetes history, albumin level); process variables encompass nursing interventions (health education frequency, caregiver support); and outcome variables focus on technical survival and related clinical outcomes. The gene discussed is ALB; the disease is diabetes mellitus.