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Table 4 Top10 key features in prediction

From: Application of multi-label classification models for the diagnosis of diabetic complications

Diabetes without complications Retinopathy Nephropathy Neuropathy peripheral vascular disease
Age Urinary mAlb Urinary mAlb Urinary mAlb Age
ALT CPK ACR Urine Cr Urine Cr
GGT ESR Urinary mAlb /Cr Age Urinary mAlb
Triglyceride Age Urine protein Serum Ca Serum P
Albumin Adenosine deaminase Serum Cr Urine RBC Serum Ca
Glucose CK-MB BUN Crystalluria Apo A1
Cholesterol Total CO2 Urine Cr Serum P Apo B
Serum Cr Urinary mAlb / Cr Uric acid CPK Glucose
Urine Cr INR Albumin Hyaline cast USECs
ALT/AST Monocyte % Fibrinogen Cholinesterase Serum Cr
  1. ALT alanine aminotransferase, AST aspartate aminotransferase, GGT gamma-glutamyl transferase, Cr creatinine, mAlb microalbumin, CPK creatine phosphokinase, ESR erythrocyte sedimentation rate, CK-MB creatine kinase-MB, INR PT international standardized ratio, ACR albumin-to-creatinine ratio, BUN blood urea nitrogen, Ca calcium, P phosphorus, RBC red blood cell, Apo A1 apolipoprotein A1, ApoB apolipoprotein B, USECs urinary squamous epithelial cells