Table 2.
Diseases | Number of patients | Evaluation | |||||||
---|---|---|---|---|---|---|---|---|---|
Annotations | MetaMap | cTAKES | MetaMap | cTAKES | |||||
Recall | Precision | F-score | Recall | Precision | F-score | ||||
Hypertension | 325 | 336 | 340 | 0.99 | 0.96 | 0.98 | 0.99 | 0.95 | 0.97 |
Diabetesa | 259 | 186 | 235 | 0.65 | 0.91 | 0.76 | 0.83 | 0.91 | 0.87 |
Atherosclerotic Cardiovascular Disease (CAD)a | 181 | 95 | 199 | 0.45 | 0.86 | 0.59 | 0.92 | 0.84 | 0.88 |
Congestive Heart Failure (CHF) | 172 | 175 | 183 | 0.89 | 0.87 | 0.88 | 0.92 | 0.86 | 0.89 |
Hypercholesterolemiaa | 172 | 108 | 92 | 0.59 | 0.94 | 0.73 | 0.51 | 0.95 | 0.66 |
Obstructive Sleep Apnea (OSA) | 127 | 105 | 102 | 0.78 | 0.94 | 0.85 | 0.76 | 0.94 | 0.84 |
Osteoarthritis (OA)a | 87 | 76 | 61 | 0.76 | 0.87 | 0.81 | 0.67 | 0.95 | 0.78 |
Depressiona | 83 | 105 | 116 | 0.89 | 0.70 | 0.79 | 0.99 | 0.71 | 0.82 |
Asthma | 81 | 83 | 92 | 0.93 | 0.90 | 0.91 | 1.00 | 0.88 | 0.94 |
Gastroesophageal Reflux Disease (GERD) | 76 | 83 | 85 | 0.97 | 0.89 | 0.93 | 0.99 | 0.88 | 0.93 |
Gallstones/Cholecystectomya | 74 | 54 | 58 | 0.73 | 1.00 | 0.84 | 0.78 | 1.00 | 0.88 |
Gout | 56 | 58 | 58 | 0.98 | 0.95 | 0.96 | 0.98 | 0.95 | 0.96 |
Peripheral Vascular Disease (PVD) | 37 | 37 | 32 | 0.97 | 0.97 | 0.97 | 0.84 | 0.97 | 0.90 |
Venous Insufficiencya | 21 | 6 | 6 | 0.29 | 1.00 | 0.44 | 0.29 | 1.00 | 0.44 |
AVERAGE | 0.78 | 0.91 | 0.82 | 0.82 | 0.91 | 0.84 |
The lowest values for recall and precision are in bold
aDisease with low evaluation