Table 2.
Overview of the named clinical entities in our dataset. Around 2.7% of the tokens are associated with an entity, and the rest are “O” tokens.
| Category | Entity | Training | Development | Test | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Entiti-es | % of Total | Tokens | ATE * | Entiti-es | % of Total | Tokens | ATE * | Entiti-es | % of Total | Tokens | ATE * | ||
| Clinical Procedure |
ECG | 26,688 | 50.6% | 43,661 | 1.64 | 691 | 49.1% | 1160 | 1.68 | 665 | 48.9% | 1101 | 1.66 |
| Clinical Procedure |
Stroke Assessment |
6571 | 12.5% | 10,102 | 1.54 | 175 | 12.4% | 273 | 1.56 | 200 | 14.7% | 306 | 1.53 |
| Clinical Procedure |
Intravenous Cannulation |
2054 | 3.9% | 2559 | 1.25 | 64 | 4.5% | 83 | 1.30 | 50 | 3.7% | 69 | 1.38 |
| Clinical Procedure |
Burns Cooling | 57 | 0.1% | 57 | 1.00 | 4 | 0.3% | 4 | 1.00 | 0 | 0.0% | 0 | NA |
| Clinical Procedure |
Valsalva Maneuver |
30 | 0.1% | 44 | 1.47 | 2 | 0.1% | 2 | 1.00 | 0 | 0.0% | 0 | NA |
| Clinical Finding |
Bleeding | 7422 | 14.1% | 8785 | 1.18 | 189 | 13.4% | 230 | 1.22 | 182 | 13.4% | 218 | 1.20 |
| Clinical Finding | Signs Of Obvious Death |
323 | 0.6% | 639 | 1.98 | 10 | 0.7% | 18 | 1.80 | 8 | 0.6% | 16 | 2.00 |
| Medication | Nitroglycerin (GTN) | 2648 | 5.0% | 3835 | 1.45 | 72 | 5.1% | 104 | 1.44 | 64 | 4.7% | 102 | 1.59 |
| Medication | Aspirin | 1644 | 3.1% | 1644 | 1.00 | 51 | 3.6% | 51 | 1.00 | 45 | 3.3% | 45 | 1.00 |
| Medication | Normal Saline | 1371 | 2.6% | 4206 | 3.07 | 41 | 2.9% | 115 | 2.80 | 44 | 3.2% | 135 | 3.07 |
| Medication | Penthrox | 568 | 1.1% | 568 | 1.00 | 19 | 1.3% | 19 | 1.00 | 14 | 1.0% | 14 | 1.00 |
| Medication | Dextrose/ Glucose |
447 | 0.8% | 447 | 1.00 | 13 | 0.9% | 13 | 1.00 | 14 | 1.0% | 14 | 1.00 |
| Medication | Adrenaline | 412 | 0.8% | 412 | 1.00 | 14 | 1.0% | 14 | 1.00 | 8 | 0.6% | 8 | 1.00 |
| Medication | Diazepam | 394 | 0.7% | 394 | 1.00 | 8 | 0.6% | 8 | 1.00 | 11 | 0.8% | 11 | 1.00 |
| Medication | Salbutamol | 1794 | 3.4% | 1977 | 1.10 | 50 | 3.6% | 57 | 1.14 | 48 | 3.5% | 55 | 1.15 |
| Medication | Tramadol | 310 | 0.6% | 310 | 1.00 | 5 | 0.4% | 5 | 1.00 | 7 | 0.5% | 7 | 1.00 |
| Medication | Syntometrine | 45 | 0.1% | 45 | 1.00 | 0 | 0.0% | 0 | NA | 1 | 0.1% | 1 | 1.00 |
| Total (% of Total) | 52778 (100%) | 79685 (2.73%) | 1408 (100%) | 2156 (2.81%) | 1361 (100%) | 2102 (2.74%) | |||||||
* ATE: Average number of Tokens per Entity.