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Table 6 Average area under the curve (<AUC>) values and Standard Deviations (<STD>) for each complication of diabetes based upon the number of significant nodes and edges that were included in the prediction

From: Predicting onset of complications from diabetes: a graph based approach

Nodes/Edges

STR

RET

KID

MYO

HFL

LIV

<AUC>

<STD>

7

0.767

0.793

0.762

0.734

0.766

0.733

0.759

0.021

10

0.785

0.788

0.760

0.748

0.771

0.724

0.763

0.022

12

0.780

0.778

0.755

0.743

0.776

0.743

0.763

0.016

15

0.762

0.792

0.732

0.751

0.764

0.769

0.762

0.018

17

0.743

0.772

0.757

0.757

0.767

0.724

0.753

0.016

20

0.797

0.761

0.742

0.725

0.762

0.740

0.755

0.023

  1. We see that using the 12 most significant nodes and edges gives us the highest average AUC with the lowest standard deviation across the various complications. Abbreviations: Myocardial infarction (MYO), Heart failure (HFL), Kidney disease (KID), Liver disease (LIV), Retinopathy (RET), Stroke (STR)