From: Adapting transformer-based language models for heart disease detection and risk factors extraction
Risk factor tags | Indicator | Time | ||
---|---|---|---|---|
Before DCT | During DCT | After DCT | ||
(a) Tag: CAD Indicator | Mention Event Symptom | 260 224 54 | 261 20 24 | 259 2 3 |
(b) Tag: Diabetes indicator | Mention Glucose A1C | 518 16 89 | 524 9 21 | 518 0 0 |
(c) Tag: Hyperlipdemia indicator | High LDL High chol. Mention | 23 5 340 | 10 1 340 | 0 0 340 |
(d) Tag: Hypertension indicator | High bp Mention | 41 523 | 322 521 | 0 519 |
(e) Tag: Obese indicator | DMI Mention | 3 133 | 15 147 | 2 133 |
(f) Tag: Medication type (type1) | Thienopyridine Statin Thiazolidinedione Aspirin Metformin Insulin Fibrate Ezetimibe Diuretic Anti diabetes ARB Sulfonylureas DPP4 inhibitors ACE inhibitor | 97 436 43 424 187 204 22 12 113 1 98 159 1 326 | 98 427 41 6 176 218 20 12 99 1 93 155 0 318 | 97 438 40 424 181 212 22 12 106 1 97 157 0 323 |
(g) Tag: Family_history indicator | Not present Present | NA | NA | 768 22 |
(g) Tag: Smoker status | Current Ever Never Past Unknown | NA | NA | 58 9 184 149 371 |