Automated ICD Coding on MIMIC-IV ICD-10 frequent codes (test)
99.3AUC-ROC (Micro)DUALLAATcnn
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DUALLAATcnnTraining Data Source=multi-source (ICD-10 + ICD-9)2026.05 | 99.3 | 97.2 | 56.6 | 26 | 68.4 | 53.6 | 56.4 | 60.4 | |
| DUALLAATTraining Data Source=ICD-10 only2026.05 | 99.3 | 97.1 | 57.5 | 27.9 | 69.3 | 54.4 | 57.2 | 61.5 | |
| DUALLAATTraining Data Source=multi-source (ICD-10 + ICD-9)2026.05 | 99.3 | 97.4 | 58 | 29.9 | 69.9 | 54.9 | 58 | 62.3 | |
| PLM-ICDTraining Data Source=MIMIC-IV ICD-102026.05 | 99.2 | 96.6 | 58.5 | 21.1 | 69.9 | 55 | 57.9 | 61.9 | |
| DUALLAATcnnTraining Data Source=ICD-10 only2026.05 | 99.2 | 96.8 | 55.6 | 24.3 | 67.5 | 52.7 | 55.3 | 59 |