Development and validation of nursing-oriented risk prediction models for anxiety and depression in hospitalized patients with chronic kidney disease: a retrospective cross-sectional study in Southwest China

Anxiety and depression are highly prevalent among hospitalized CKD patients in Southwest China and are associated with modifiable psychosocial and clinical factors. The validated nursing-oriented prediction models offer practical tools to support early risk stratification and targeted psychological care planning in nephrology nursing practice.