Table 3.
Summary of second experiment
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 | 254 | 266 | 0.89 | 0.91 | 0.90 | 0.92 | 0.89 | 0.91 |
Atherosclerotic Cardiovascular Disease (CAD)a | 181 | 130 | 205 | 0.60 | 0.83 | 0.69 | 0.92 | 0.81 | 0.87 |
Congestive Heart Failure (CHF) | 172 | 175 | 183 | 0.89 | 0.87 | 0.88 | 0.92 | 0.86 | 0.89 |
Hypercholesterolemiaa | 172 | 159 | 146 | 0.88 | 0.96 | 0.92 | 0.81 | 0.96 | 0.88 |
Obstructive Sleep Apnea (OSA) | 127 | 105 | 102 | 0.78 | 0.94 | 0.85 | 0.76 | 0.94 | 0.84 |
Osteoarthritis (OA) | 87 | 76 | 61 | 0.76 | 0.87 | 0.81 | 0.67 | 0.95 | 0.78 |
Depressiona | 83 | 109 | 116 | 0.93 | 0.706 | 0.802 | 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 | 65 | 68 | 0.865 | 0.99 | 0.92 | 0.89 | 0.97 | 0.93 |
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 | 27 | 30 | 0.905 | 0.704 | 0.792 | 1 | 0.7 | 0.824 |
AVERAGE | 0.88 | 0.89 | 0.88 | 0.91 | 0.89 | 0.89 |
The values improved are in bold
aDiseases formed by two or more UMLS concepts