ICD Coding on MIMIC-IV (test)
71.2Macro F1 (Ours)LAAT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LAATPaired bootstrap replicates (B)=1,000, Random seed=42, Global threshold (τ)=0.5, Test-set size (n)=17,0882026.05 | 71.2 | 71.1 | 0.001 | 0.001 | 0.452 | |
| KEPTPaired bootstrap replicates (B)=1,000, Random seed=42, Global threshold (τ)=0.5, Test-set size (n)=17,0882026.05 | 71.2 | 68.7 | 0.025 | 0.022 | 10 | |
| CAMLPaired bootstrap replicates (B)=1,000, Random seed=42, Global threshold (τ)=0.5, Test-set size (n)=17,0882026.05 | 71.2 | 67.4 | 0.038 | 0.036 | 10 | |
| PLM-ICDPaired bootstrap replicates (B)=1,000, Random seed=42, Global threshold (τ)=0.5, Test-set size (n)=17,0882026.05 | 71.2 | 65 | 0.062 | 0.059 | 10 | |
| GKI-ICDPaired bootstrap replicates (B)=1,000, Random seed=42, Global threshold (τ)=0.5, Test-set size (n)=17,0882026.05 | 71.2 | 64.9 | 0.064 | 0.06 | 10 | |
| Vanilla CBMPaired bootstrap replicates (B)=1,000, Random seed=42, Global threshold (τ)=0.5, Test-set size (n)=17,0882026.05 | 71.2 | 16.4 | 0.548 | 0.545 | 10 |