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 |