Automated Medical Coding on MIMIC-III shielding 20 labels (test)
96.9Macro AUCCNN
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CNNLabel embedding initialization=false2020.10 | 96.9 | 59.8 | 59.6 | 59.7 | 97.9 | 80.5 | 76.2 | 78.3 | 82.2 | |
| CNNlabel embedding initialisation=false2020.10 | 96.9 | 59.8 | 59.6 | 59.7 | 97.9 | 80.5 | 76.2 | 78.3 | 82.2 | |
| CNNLabel embedding initialization=true2020.10 | 96.7 | 60.4 | 60.4 | 60.4 | 97.6 | 78.8 | 76.4 | 77.5 | 81.6 | |
| CNNlabel embedding initialisation=true2020.10 | 96.7 | 60.4 | 60.4 | 60.4 | 97.6 | 78.8 | 76.4 | 77.5 | 81.6 | |
| HANLabel embedding initialization=true2020.10 | 96.4 | 65.2 | 56.5 | 60.5 | 97.6 | 83.4 | 68.2 | 75 | 79.2 | |
| HANlabel embedding initialisation=true2020.10 | 96.4 | 65.2 | 56.5 | 60.5 | 97.6 | 83.4 | 68.2 | 75 | 79.2 | |
| HANLabel embedding initialization=false2020.10 | 96 | 66.4 | 58.2 | 62 | 97.4 | 82.9 | 68.7 | 75.1 | 78.1 | |
| HANlabel embedding initialisation=false2020.10 | 96 | 66.4 | 58.2 | 62 | 97.4 | 82.9 | 68.7 | 75.1 | 78.1 | |
| CNN+attLabel embedding initialization=true2020.10 | 95.5 | 62.1 | 48.4 | 54.4 | 96.1 | 83.3 | 61.4 | 70.7 | 77.7 | |
| CNN+attlabel embedding initialisation=true2020.10 | 95.5 | 62.1 | 48.4 | 54.4 | 96.1 | 83.3 | 61.4 | 70.7 | 77.7 | |
| HLANSentence splitting=true2020.10 | 94.5 | 60.9 | 51.7 | 55.8 | 96.3 | 81.4 | 64.4 | 71.9 | 77.8 | |
| HLANlabel embedding initialisation=false, sentence split=true2020.10 | 94.5 | 60.9 | 51.7 | 55.8 | 96.3 | 81.4 | 64.4 | 71.9 | 77.8 | |
| HA-GRULabel embedding initialization=true2020.10 | 93.9 | 59.2 | 49.7 | 54 | 96.8 | 81.3 | 66.3 | 73 | 79.1 | |
| HA-GRUlabel embedding initialisation=true2020.10 | 93.9 | 59.2 | 49.7 | 54 | 96.8 | 81.3 | 66.3 | 73 | 79.1 | |
| HLANLabel embedding initialization=false2020.10 | 93.5 | 59.8 | 53.2 | 56.3 | 96.9 | 81.4 | 69 | 74.6 | 81.2 | |
| HLANLabel embedding initialization=true2020.10 | 93.5 | 60.5 | 52.7 | 56.3 | 96.5 | 81.8 | 65.6 | 72.7 | 79.8 | |
| HLANlabel embedding initialisation=false, sentence split=false2020.10 | 93.5 | 59.8 | 53.2 | 56.3 | 96.9 | 81.4 | 69 | 74.6 | 81.2 | |
| HLANlabel embedding initialisation=true, sentence split=false2020.10 | 93.5 | 60.5 | 52.7 | 56.3 | 96.5 | 81.8 | 65.6 | 72.7 | 79.8 | |
| HA-GRULabel embedding initialization=false2020.10 | 93.4 | 60.9 | 51.6 | 55.8 | 96.7 | 83 | 65.8 | 73.4 | 80.3 | |
| HA-GRUlabel embedding initialisation=false2020.10 | 93.4 | 60.9 | 51.6 | 55.8 | 96.7 | 83 | 65.8 | 73.4 | 80.3 | |
| Bi-GRULabel embedding initialization=true2020.10 | 92 | 58.6 | 46.8 | 52 | 95.1 | 78.1 | 61.8 | 68.9 | 75.1 | |
| Bi-GRUlabel embedding initialisation=true2020.10 | 92 | 58.6 | 46.8 | 52 | 95.1 | 78.1 | 61.8 | 68.9 | 75.1 | |
| Bi-GRULabel embedding initialization=false2020.10 | 91.9 | 57.4 | 43.4 | 49.4 | 93.6 | 77.9 | 58.5 | 66.8 | 72.2 | |
| Bi-GRUlabel embedding initialisation=false2020.10 | 91.9 | 57.4 | 43.4 | 49.4 | 93.6 | 77.9 | 58.5 | 66.8 | 72.2 | |
| CNN+attLabel embedding initialization=false2020.10 | 88.9 | 46.7 | 37.6 | 41.7 | 93.5 | 86.9 | 52.9 | 65.7 | 70 | |
| CNN+attlabel embedding initialisation=false2020.10 | 88.9 | 46.7 | 37.6 | 41.7 | 93.5 | 86.9 | 52.9 | 65.7 | 70 |