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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