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Table 5 Macro F1 scores and Micro F1 scores of Logistic Regression and SVM

From: Clinical text classification with rule-based features and knowledge-guided convolutional neural networks

Disease

Logistic Regression

SVM

 

Textual

Intuitive

Textual

Intuitive

 

Macro F1

Micro F1

Macro F1

Micro F1

Macro F1

Micro F1

Macro F1

Micro F1

Asthma

0.9434

0.9921

0.9784

0.9894

0.9434

0.9921

0.9784

0.9894

CAD

0.8551

0.9235

0.6204

0.9301

0.8551

0.9235

0.6122

0.9192

CHF

0.7939

0.9355

0.6236

0.9315

0.7939

0.9355

0.6236

0.9315

Depression

0.9716

0.9842

0.9573

0.9706

0.9716

0.9842

0.9573

0.9706

DM

0.9056

0.9801

0.9731

0.9770

0.9056

0.9801

0.9731

0.9770

Gallstones

0.8141

0.9822

0.9729

0.9857

0.8141

0.9822

0.9729

0.9857

GERD

0.4880

0.9881

0.5768

0.9131

0.4880

0.9881

0.5768

0.9131

Gout

0.9733

0.9881

0.9771

0.9900

0.9733

0.9881

0.9771

0.99

Hypercholesterolemia

0.7922

0.9721

0.9043

0.9049

0.7922

0.9721

0.9134

0.9142

Hypertension

0.8378

0.9621

0.9271

0.9507

0.8378

0.9621

0.9271

0.9507

Hypertriglyceridemia

0.9732

0.9980

0.7092

0.9630

0.9732

0.9980

0.7092

0.9630

OA

0.9626

0.9781

0.6307

0.961

0.9626

0.9781

0.6307

0.9610

Obesity

0.4885

0.9696

0.9747

0.9754

0.4885

0.9696

0.9747

0.9754

OSA

0.8781

0.992

0.8805

0.9939

0.8781

0.9920

0.8805

0.9939

PVD

0.9682

0.9862

0.6314

0.9742

0.9682

0.9862

0.6314

0.9742

Venous insufficiency

0.8403

0.9822

0.8083

0.9625

0.8403

0.9822

0.8083

0.9625

Overall

0.8014

0.9760

0.6764

0.9619

0.8014

0.9760

0.6764

0.9618

  1. Classes with very few examples are labeled by Solt’s system