ICD Coding on MIMIC-III 50 labels (test)
64.1F1 Micro
HLAN
Updated 4d ago
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
2020.10 | 64.1 | 88.4 | 91.9 | 57.1 | 62.5 | - | - | 65 | 51 | 72.9 | 57.3 | |
2020.10 | 64 | 88.4 | 91.9 | 56.8 | 62.4 | - | - | 65.5 | 50.2 | 73.2 | 56.9 | |
2020.10 | 63.4 | 88.3 | 91.3 | 59.1 | 62.1 | - | - | 53 | 66.7 | 57.7 | 70.4 | |
2020.10 | 62.4 | 88.1 | 90.9 | 58.4 | 61.8 | - | - | 51.5 | 67.4 | 55.6 | 71.2 | |
2020.10 | 61.4 | 86.9 | 90.4 | 54.5 | 60.2 | - | - | 63.6 | 47.8 | 71.5 | 53.8 | |
2020.10 | 60.7 | 88.1 | 91.1 | 54.8 | 60.8 | - | - | 63.1 | 48.4 | 70.9 | 53.1 | |
2020.10 | 60.6 | 88.3 | 91.3 | 53.6 | 61.6 | - | - | 64.3 | 46 | 71.6 | 52.5 | |
2020.10 | 60.1 | 87.3 | 90.3 | 53 | 59.9 | - | - | 61.3 | 46.9 | 67.9 | 54.2 | |
2020.10 | 59.4 | 87 | 90.1 | 52.8 | 59.5 | - | - | 61.7 | 46.3 | 68.2 | 52.9 | |
2020.10 | 59.1 | 86.4 | 90.1 | 51.7 | 59.5 | - | - | 62.1 | 44.3 | 71.1 | 50.7 | |
2020.10 | 57.2 | 85.3 | 89.2 | 49.9 | 57.9 | - | - | 59.3 | 43.1 | 69.5 | 48.7 | |
2020.10 | 52.5 | 80.9 | 85.8 | 42.8 | 52.1 | - | - | 47.3 | 39.2 | 57.5 | 48.4 | |
2020.10 | 51.2 | 80.6 | 85.5 | 41.2 | 51.3 | - | - | 47.2 | 36.7 | 58.1 | 45.8 | |
2025.05 | 0.735 | 0.933 | 0.952 | 0.692 | 0.681 | - | - | - | - | - | - | |
2025.05 | 0.734 | 0.928 | 0.95 | 0.692 | 0.683 | - | - | - | - | - | - | |
2025.05 | 0.732 | 0.927 | 0.947 | 0.687 | 0.685 | - | - | - | - | - | - | |
2025.05 | 0.731 | 0.933 | 0.951 | 0.693 | 0.683 | - | - | - | - | - | - | |
2022.10 | 0.7285 | 0.9263 | 0.9476 | 0.6891 | 0.6726 | - | - | - | - | - | - | |
2025.05 | 0.728 | 0.926 | 0.947 | 0.689 | 0.672 | - | - | - | - | - | - | |
2022.03 | 0.725 | 0.928 | 0.947 | 0.683 | 0.68 | - | - | - | - | - | - | |
2025.05 | 0.725 | 0.928 | 0.947 | 0.683 | 0.68 | - | - | - | - | - | - | |
2022.10 | 0.7192 | 0.9233 | 0.9431 | 0.6795 | 0.6718 | - | - | - | - | - | - | |
2025.05 | 0.719 | 0.91 | 0.934 | 0.663 | 0.66 | - | - | - | - | - | - | |
2022.10 | 0.7178 | 0.925 | 0.9439 | 0.6764 | 0.6723 | - | - | - | - | - | - | |
2020.07 | 0.716 | 0.925 | 0.946 | 0.661 | 0.671 | 54.6 | 35.7 | - | - | - | - | |
2022.03 | 0.716 | 0.925 | 0.946 | 0.661 | 0.671 | - | - | - | - | - | - | |
2020.07 | 0.715 | 0.925 | 0.946 | 0.666 | 0.675 | 54.7 | 35.7 | - | - | - | - | |
2022.03 | 0.715 | 0.925 | 0.946 | 0.666 | 0.675 | - | - | - | - | - | - | |
2025.05 | 0.71 | 0.916 | 0.936 | 0.671 | 0.664 | - | - | - | - | - | - | |
2022.10 | 0.7084 | 0.9236 | 0.9424 | 0.6695 | 0.6636 | - | - | - | - | - | - | |
2020.07 | 0.684 | 0.914 | 0.936 | 0.638 | 0.644 | - | - | - | - | - | - | |
2022.03 | 0.684 | 0.914 | 0.936 | 0.638 | 0.644 | - | - | - | - | - | - | |
2022.10 | 0.684 | 0.914 | 0.936 | 0.638 | 0.644 | - | - | - | - | - | - | |
2025.05 | 0.684 | 0.914 | 0.936 | 0.638 | 0.644 | - | - | - | - | - | - | |
| 0.6722 | 0.9054 | 0.9318 | 0.5861 | 0.6438 | - | - | - | - | - | - | ||
2019.11 | 0.67 | 0.899 | 0.928 | 0.606 | 0.641 | - | - | - | - | - | - | |
2020.07 | 0.67 | 0.899 | 0.928 | 0.606 | 0.641 | - | - | - | - | - | - | |
2022.03 | 0.67 | 0.899 | 0.928 | 0.606 | 0.641 | - | - | - | - | - | - | |
2022.03 | 0.663 | 0.895 | 0.929 | 0.609 | 0.632 | - | - | - | - | - | - | |
2022.10 | 0.6624 | 0.893 | 0.9204 | 0.5929 | 0.6156 | - | - | - | - | - | - | |
2018.02 | 0.633 | 88.4 | 0.916 | 0.576 | 61.8 | - | - | - | - | - | - | |
2019.11 | 0.633 | 0.884 | 0.916 | 0.576 | 0.618 | - | - | - | - | - | - | |
2020.07 | 0.633 | 0.884 | 0.916 | 0.576 | 0.618 | - | - | - | - | - | - | |
2018.02 | 0.625 | 87.6 | 0.907 | 0.576 | 62 | - | - | - | - | - | - | |
2020.07 | 0.625 | 0.876 | 0.907 | 0.576 | 0.62 | - | - | - | - | - | - | |
2020.07 | 0.619 | 0.881 | 0.912 | 0.54 | 0.612 | - | - | - | - | - | - | |
2018.02 | 0.614 | 87.5 | 0.909 | 0.532 | 60.9 | - | - | - | - | - | - | |
2019.11 | 0.614 | 0.875 | 0.909 | 0.532 | 0.609 | - | - | - | - | - | - | |
2020.07 | 0.614 | 0.875 | 0.909 | 0.532 | 0.609 | - | - | - | - | - | - | |
2022.03 | 0.614 | 0.875 | 0.909 | 0.532 | 0.609 | - | - | - | - | - | - | |
2025.05 | 0.614 | 0.875 | 0.909 | 0.532 | 0.609 | - | - | - | - | - | - | |
2018.02 | 0.549 | 82.8 | 0.868 | 0.484 | 59.1 | - | - | - | - | - | - | |
2020.07 | 0.549 | 0.828 | 0.868 | 0.484 | 0.591 | - | - | - | - | - | - | |
2018.02 | 0.533 | 82.9 | 0.864 | 0.477 | 54.6 | - | - | - | - | - | - | |
2020.07 | 0.533 | 0.829 | 0.864 | 0.477 | 0.546 | - | - | - | - | - | - | |
2018.02 | 0.532 | - | 0.9 | - | - | - | - | - | - | - | - | |
2019.11 | 0.532 | - | 0.9 | - | - | - | - | - | - | - | - | |
2020.07 | 0.532 | - | 0.9 | - | - | - | - | - | - | - | - | |
2022.10 | 0.5162 | 0.8194 | 0.8565 | 0.4361 | 0.5259 | - | - | - | - | - | - | |
2020.07 | 0.42 | 0.833 | - | - | - | - | - | - | - | - | - | |
2022.10 | 0.326 | 0.827 | 0.833 | 0.304 | - | - | - | - | - | - | - | |
2022.10 | 0.309 | 0.814 | 0.823 | 0.258 | - | - | - | - | - | - | - | |
2022.10 | 0.299 | 0.802 | 0.822 | 0.243 | - | - | - | - | - | - | - | |
2022.10 | 0.296 | 0.79 | 0.815 | 0.235 | - | - | - | - | - | - | - | |
2022.10 | 0.234 | 0.776 | 0.784 | 0.173 | - | - | - | - | - | - | - | |
2022.10 | 0.172 | 0.753 | 0.762 | 0.171 | - | - | - | - | - | - | - | |
2022.10 | 0.169 | 0.75 | 0.769 | 0.152 | - | - | - | - | - | - | - | |
2022.10 | 0.167 | 0.749 | 0.765 | 0.152 | - | - | - | - | - | - | - | |
2022.10 | 0.042 | 0.582 | 0.44 | 0.033 | - | - | - | - | - | - | - | |
2022.10 | 0.04 | 0.523 | 0.489 | 0.035 | - | - | - | - | - | - | - | |
2018.02 | - | 83.3 | - | - | 42 | - | - | - | - | - | - | |
2019.11 | - | 0.833 | - | - | 0.42 | - | - | - | - | - | - |