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Models/MSMN

MSMN

Reported on 52 benchmarks across 2 tasks · 2 papers · 26 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical26 results

Medical Code PredictiononMIMIC-IV-ICD10-top50
AUC (Macro)· 2023-04-27
93.6
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD10-top50
F1 (micro)· 2023-04-27
74.15
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD10-top50
Precision@5· 2023-04-27
65.16
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
Macro AUC· 2023-04-27
96.79
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
Micro AUC· 2023-04-27
99.56
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD-10-full
Macro-AUC· 2023-04-27
97.07
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD-10-full
Micro-AUC· 2023-04-27
99.61
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
AUC Macro· 2023-04-27
95.13
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
AUC Micro· 2023-04-27
96.46
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
F1 Macro· 2023-04-27
71.85
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
F1 Micro· 2023-04-27
75.78
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
Precision @5· 2023-04-27
62.6
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-III
Macro-AUC· 2022-03-03
95
best: 96.2 (GKI-ICD)
SOTA
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Medical Code PredictiononMIMIC-IV-ICD10-top50
AUC (Micro)· 2023-04-27
95.61
best: 95.69 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD10-top50
F1 (macro)· 2023-04-27
69.01
best: 70.31 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
F1 Macro· 2023-04-27
13.94
best: 14.4 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
F1 Micro· 2023-04-27
61.15
best: 62.45 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
Precision@8· 2023-04-27
68.89
best: 70.34 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD-10-full
Macro-F1· 2023-04-27
5.42
best: 5.71 (Joint LAAT)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD-10-full
Micro-F1· 2023-04-27
55.91
best: 56.95 (PLM)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD-10-full
Precision@8· 2023-04-27
67.66
best: 6697 (LAAT)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-III
Macro-F1· 2022-03-03
10.3
best: 24.7 (PLM-CA)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Medical Code PredictiononMIMIC-III
Micro-AUC· 2022-03-03
99.2
best: 99.3 (GKI-ICD)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Medical Code PredictiononMIMIC-III
Micro-F1· 2022-03-03
58.4
best: 61.2 (GKI-ICD)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Medical Code PredictiononMIMIC-III
Precision@15· 2022-03-03
59.9
best: 62.4 (GKI-ICD)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Medical Code PredictiononMIMIC-III
Precision@8· 2022-03-03
75.2
best: 77.7 (GKI-ICD)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515

Methodology26 results

Multi-Label ClassificationonMIMIC-IV-ICD10-top50
AUC (Macro)· 2023-04-27
93.6
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD10-top50
F1 (micro)· 2023-04-27
74.15
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD10-top50
Precision@5· 2023-04-27
65.16
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
Macro AUC· 2023-04-27
96.79
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
Micro AUC· 2023-04-27
99.56
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD-10-full
Macro-AUC· 2023-04-27
97.07
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD-10-full
Micro-AUC· 2023-04-27
99.61
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
AUC Macro· 2023-04-27
95.13
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
AUC Micro· 2023-04-27
96.46
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
F1 Macro· 2023-04-27
71.85
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
F1 Micro· 2023-04-27
75.78
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
Precision @5· 2023-04-27
62.6
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-III
Macro-AUC· 2022-03-03
95
best: 96.2 (GKI-ICD)
SOTA
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Multi-Label ClassificationonMIMIC-IV-ICD10-top50
AUC (Micro)· 2023-04-27
95.61
best: 95.69 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD10-top50
F1 (macro)· 2023-04-27
69.01
best: 70.31 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
F1 Macro· 2023-04-27
13.94
best: 14.4 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
F1 Micro· 2023-04-27
61.15
best: 62.45 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
Precision@8· 2023-04-27
68.89
best: 70.34 (PLM-ICD)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD-10-full
Macro-F1· 2023-04-27
5.42
best: 5.71 (Joint LAAT)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD-10-full
Micro-F1· 2023-04-27
55.91
best: 56.95 (PLM)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD-10-full
Precision@8· 2023-04-27
67.66
best: 6697 (LAAT)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-III
Macro-F1· 2022-03-03
10.3
best: 24.7 (PLM-CA)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Multi-Label ClassificationonMIMIC-III
Micro-AUC· 2022-03-03
99.2
best: 99.3 (GKI-ICD)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Multi-Label ClassificationonMIMIC-III
Micro-F1· 2022-03-03
58.4
best: 61.2 (GKI-ICD)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Multi-Label ClassificationonMIMIC-III
Precision@15· 2022-03-03
59.9
best: 62.4 (GKI-ICD)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515
Multi-Label ClassificationonMIMIC-III
Precision@8· 2022-03-03
75.2
best: 77.7 (GKI-ICD)
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding arXiv:2203.01515