ICD Coding on MIMIC-III full (test)
62.3F1 MicroGKI-ICD
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GKI-ICD2024.10 | 62.3 | 96.2 | 99.3 | 12.3 | — | 77.7 | — | — | — | |
| Sim-Dissimframework=MSCL, encoder=PLM-ICD, loss=Similarity-Dissimilarity Loss2024.10 | 62.3 | 94.5 | 99.4 | 12.5 | — | 78.4 | — | — | — | |
| AKILadditional_features=DRG codes, CPT codes, medications, fair_comparison=false2024.10 | 60.6 | 94.8 | 99.4 | 11.2 | — | 78.4 | — | — | — | |
| MRRadditional_features=DRG codes, CPT codes, medications, fair_comparison=false2024.10 | 60.3 | 94.9 | 99.5 | 11.4 | — | 77.5 | — | — | — | |
| KEPTLongformer rerankermodel_type=reranker2022.10 | 59.9 | — | — | 11.8 | — | 77.1 | 61.5 | 40.7 | 57.4 | |
| KEPTLongformer2024.10 | 59.9 | — | — | 11.8 | — | 77.1 | — | — | — | |
| PLM-ICD2024.10 | 59.8 | 92.6 | 98.9 | 10.4 | — | 77.1 | — | — | — | |
| CoRelation2024.10 | 59.2 | 95.2 | 99.2 | 10.2 | — | 76.2 | — | — | — | |
| MSMN2022.03 | 58.4 | 95 | 99.2 | 10.3 | — | 75.2 | 59.9 | — | — | |
| MSMN2024.10 | 58.4 | 95 | 99.2 | 9.4 | — | 75.2 | — | — | — | |
| MSMN2022.10 | 58.2 | — | — | 10.3 | — | 74.9 | 59.5 | 39.2 | 55.7 | |
| LAAT2020.07 | 57.5 | 91.9 | 98.8 | 9.9 | 81.3 | 73.8 | 59.1 | — | — | |
| JointLAAT2020.07 | 57.5 | 92.1 | 98.8 | 10.7 | 80.6 | 73.5 | 59 | — | — | |
| LAAT2022.03 | 57.5 | 91.9 | 98.8 | 9.9 | — | 73.8 | 59.1 | — | — | |
| JointLAAT2022.03 | 57.5 | 92.1 | 98.8 | 10.7 | — | 73.5 | 59 | — | — | |
| PLM-CA2024.10 | 57.3 | 91.6 | 98.9 | 8.9 | — | 74.5 | — | — | — | |
| MSATT-KG2020.07 | 55.3 | 91 | 99.2 | 9 | — | 72.8 | 58.1 | — | — | |
| MSATT-KG2022.03 | 55.3 | 91 | 99.2 | 9 | — | 72.8 | 58.1 | — | — | |
| MSATT-KG2024.10 | 55.3 | 91 | 99.2 | 9 | — | 72.8 | — | — | — | |
| MultiResCNN2020.07 | 55.2 | 91 | 98.6 | 8.5 | — | 73.4 | 58.4 | — | — | |
| MultiResCNN2022.03 | 55.2 | 91 | 98.6 | 8.5 | — | 73.4 | 58.4 | — | — | |
| HyperCore2022.03 | 55.1 | 93 | 98.9 | 9 | — | 72.2 | 57.9 | — | — | |
| CAML2020.07 | 53.9 | 89.5 | 98.6 | 8.8 | — | 70.9 | 56.1 | — | — | |
| CAML2022.03 | 53.9 | 89.5 | 98.6 | 8.8 | — | 70.9 | 56.1 | — | — | |
| CAML2024.10 | 53.8 | 89.5 | 98.6 | 8.8 | — | 70.9 | — | — | — | |
| DR-CAML2020.07 | 52.9 | 89.7 | 98.5 | 8.6 | — | 69 | 54.8 | — | — | |
| SVM2020.07 | 44.1 | — | — | — | — | — | — | — | — | |
| CNN2020.07 | 41.9 | 80.6 | 96.9 | 4.2 | — | 58.1 | 44.3 | — | — | |
| BiGRU2020.07 | 41.7 | 82.2 | 97.1 | 3.8 | — | 58.5 | 44.5 | — | — | |
| LR2020.07 | 27.2 | 56.1 | 93.7 | 1.1 | — | 54.2 | 41.1 | — | — |