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