Table 3.
Disease | Solt’s paper [5] | Our method with word & entity embeddings | ||||||
---|---|---|---|---|---|---|---|---|
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 | 0.8561 | 0.9256 | 0.6122 | 0.9192 | 0.8551 | 0.9235 | 0.6233 | 0.9345 |
CHF | 0.7939 | 0.9355 | 0.6236 | 0.9315 | 0.7939 | 0.9355 | 0.6236 | 0.9315 |
Depression | 0.9716 | 0.9842 | 0.9346 | 0.9539 | 0.9716 | 0.9842 | 0.9602 | 0.9727 |
DM | 0.9032 | 0.9761 | 0.9682 | 0.9729 | 0.9056 | 0.9801 | 0.9731 | 0.9770 |
Gallstones | 0.8141 | 0.9822 | 0.9729 | 0.9857 | 0.8141 | 0.9822 | 0.9689 | 0.9837 |
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 | 0.9900 |
Hypercholesterolemia | 0.7922 | 0.9721 | 0.9053 | 0.9072 | 0.7922 | 0.9721 | 0.9113 | 0.9118 |
Hypertension | 0.8378 | 0.9621 | 0.8851 | 0.9283 | 0.8378 | 0.9621 | 0.9240 | 0.9484 |
Hypertriglyceridemia | 0.9732 | 0.9980 | 0.7981 | 0.9712 | 0.9434 | 0.9961 | 0.7092 | 0.9630 |
OA | 0.9594 | 0.9761 | 0.6286 | 0.9589 | 0.9626 | 0.9781 | 0.6307 | 0.9610 |
Obesity | 0.4879 | 0.9675 | 0.9724 | 0.9732 | 0.4885 | 0.9696 | 0.9747 | 0.9754 |
OSA | 0.8781 | 0.9920 | 0.8805 | 0.9939 | 0.8781 | 0.9920 | 0.8805 | 0.9939 |
PVD | 0.9682 | 0.9862 | 0.6348 | 0.9763 | 0.9682 | 0.9862 | 0.6314 | 0.9742 |
Venous insufficiency | 0.8403 | 0.9822 | 0.8083 | 0.9625 | 0.8816 | 0.9882 | 0.8083 | 0.9625 |
Overall | 0.8000 | 0.9756 | 0.6745 | 0.9590 | 0.8016 | 0.9763 | 0.6768 | 0.9624 |
Scores in bold font means they are higher than the corresponding scores of the paper and Perl implementation