“…A total of 44 clinical features were collected for this study, encompassing demographic characteristics (gender, age, dialysis age (DA), height, and weight), primary diseases (hypertensive nephrosclerosis (HN), diabetic nephropathy (DN), gouty nephropathy (GN), chronic glomerulonephritis (CGN), among others), comorbidities (hypertension (HTN), diabetes mellitus (DM), gout), vital signs (systolic blood pressure (SBP), diastolic blood pressure (DBP), mean arterial pressure (MAP), heart rate (HR) [18]), laboratory tests (white blood cell count (WBC) [19], hemoglobin (Hb) [20], hematocrit (Hct), platelet count (Plt), potassium (K), sodium (Na) [21], phosphorus (P) [22], calcium (Ca), albumin (Alb) [23], parathyroid hormone (PTH) [24]), ultrasound and imaging examinations (cardiothoracic ratio (CTR), left ventricular mass index (LVMI), ejection fraction (EF)), hemodialysis access (autologous arteriovenous stula (AVF), grafted vascular stula (GVF), long-term tunneled hemodialysis catheter (LTHC), temporary hemodialysis catheter (THC)), dialysis settings (dialysis frequency (DF), dialysis duration (DD), dry weight (DW), interdialytic weight gain rate (IDWGR), ultra ltration volume (UFV), ultra ltration rate (UFR)), and dialysis adequacy indexes (urea clearance index (Kt/V), urea reduction ratio (URR)). The speci c formulas for these calculations are provided below.…”