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medical-code-prediction-on-mimic-iv-icd-9
Multi-Label Classification
Medical Code Prediction
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AUC Macro
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AUC Micro
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Exact Match Ratio
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F1 Macro
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F1 Micro
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Precision@15
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Precision@8
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R-Prec
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mAP
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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
97.2
99.4
1.0
29.8
62.6
53.5
70.0
62.7
68.0
PLM-ICD
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
✓ Link
96.0
99.3
0.9
26.4
61.7
52.7
68.9
61.7
66.3
LAAT
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
✓ Link
95.1
99.2
0.8
27.7
60.4
51.8
67.6
60.4
64.7
MultiResCNN
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
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93.8
98.8
0.7
16.6
55.5
47.8
64.1
55.8
58.9
Bi-GRU
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
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90.7
98.8
0.6
19.3
58.6
50.3
66.3
58.5
62.4
CAML
2023-04-21
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study
✓ Link
89.4
98.1
0.6
12.6
52.4
45.6
61.3
52.9
55.2
CNN
2023-04-21