ICD Coding on MIMIC-III Full v1.4 (test)
0.123Macro F1GKI-ICD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GKI-ICD2025.05 | 0.123 | 0.962 | 0.993 | 0.612 | 0.777 | 0.624 | |
| KEPTLongformer2025.05 | 0.118 | — | — | 0.599 | 0.771 | 0.615 | |
| MRRextra_annotations=DRG codes, CPT codes and medications2025.05 | 0.114 | 0.949 | 0.995 | 0.603 | 0.775 | 0.623 | |
| AKILextra_annotations=DRG codes, CPT codes and medications2025.05 | 0.112 | 0.948 | 0.994 | 0.605 | 0.784 | 0.637 | |
| PLM-ICD2025.05 | 0.104 | 0.926 | 0.989 | 0.598 | 0.771 | 0.613 | |
| MSMN2025.05 | 0.103 | 0.95 | 0.992 | 0.584 | 0.752 | 0.599 | |
| PLM-CA2025.05 | 0.103 | 0.916 | 0.989 | 0.599 | 0.772 | 0.616 | |
| CoRelation2025.05 | 0.102 | 0.952 | 0.992 | 0.591 | 0.762 | 0.607 | |
| MSATT-KG2025.05 | 0.09 | 0.91 | 0.992 | 0.553 | 0.728 | 0.581 | |
| CAML2025.05 | 0.088 | 0.895 | 0.986 | 0.539 | 0.709 | 0.561 |