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medical-code-prediction-on-mimic-iv-icd-10
Multi-Label Classification
Medical Code Prediction
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Precision@8
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F1 Macro
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F1 Micro
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Precision@15
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R-Prec
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mAP
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Exact Match Ratio
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AUC Macro
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AUC Micro
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ModelName
ReleaseDate
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Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
✓ Link
69.9
21.1
58.5
55.0
57.9
61.9
0.4
96.6
99.2
PLM-ICD
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
✓ Link
68.9
20.3
57.9
54.3
57.2
60.6
0.4
95.4
99.0
LAAT
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
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67.8
21.1
56.9
53.5
56.1
59.3
0.4
94.5
99.0
MultiResCNN
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
✓ Link
66.8
16.0
55.4
52.2
54.5
57.4
0.3
91.1
98.5
CAML
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
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62.6
10.6
50.1
47.7
49.6
51.1
0.3
92.4
98.3
Bi-GRU
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
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60.3
8.0
47.2
45.7
47.3
48.2
0.3
87.9
97.5
CNN
2023-04-21