Medical Code Prediction on MIMIC-III full-label 1.4 (test)
0.586F1 MicroRAC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RAC2021.07 | 0.586 | 0.948 | 0.992 | 0.127 | 82.9 | 0.754 | 0.601 | |
| RAC - SWA2021.07 | 0.582 | 0.948 | 0.992 | 0.126 | 82.6 | 0.749 | 0.598 | |
| RAC - SWA - SentPerm2021.07 | 0.58 | 0.949 | 0.992 | 0.114 | 82.3 | 0.749 | 0.595 | |
| LAAT2021.07 | 0.575 | 0.919 | 0.988 | 0.099 | 81.3 | 0.738 | 0.591 | |
| JointLAAT2021.07 | 0.575 | 0.921 | 0.988 | 0.107 | 80.6 | 0.735 | 0.59 | |
| RAC - SWA - SentPerm - CodeTitles2021.07 | 0.574 | 0.924 | 0.989 | 0.11 | 81.5 | 0.742 | 0.588 | |
| MSATT-KG2021.07 | 0.553 | 0.91 | 0.992 | 0.09 | — | 0.728 | 0.581 | |
| MultiResCNN2021.07 | 0.552 | 0.91 | 0.986 | 0.085 | — | 0.734 | 0.584 | |
| CAML2021.07 | 0.539 | 0.895 | 0.986 | 0.088 | — | 0.709 | 0.561 | |
| DR-CAML2021.07 | 0.529 | 0.897 | 0.985 | 0.086 | — | 0.69 | 0.548 | |
| SVM2021.07 | 0.441 | — | — | — | — | — | — | |
| CNN2021.07 | 0.419 | 0.806 | 0.969 | 0.042 | 58.1 | — | 0.443 | |
| Bi-GRU2021.07 | 0.417 | 0.822 | 0.971 | 0.038 | 58.5 | — | 0.445 | |
| Logistic Regression2021.07 | 0.272 | 0.561 | 0.937 | 0.011 | — | 0.542 | 0.411 |