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Models/PLM-ICD

PLM-ICD

Reported on 66 benchmarks across 2 tasks · 2 papers · 46 SOTA

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

Medical33 results

Medical Code PredictiononMIMIC-IV-ICD10-top50
AUC (Micro)· 2023-04-27
95.69
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD10-top50
F1 (macro)· 2023-04-27
70.31
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
F1 Macro· 2023-04-27
14.4
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
F1 Micro· 2023-04-27
62.45
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
Precision@8· 2023-04-27
70.34
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV ICD-9
AUC Macro· 2023-04-21
97.2
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
AUC Micro· 2023-04-21
99.4
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
Exact Match Ratio· 2023-04-21
1
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
F1 Macro· 2023-04-21
29.8
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
F1 Micro· 2023-04-21
62.6
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
Precision@15· 2023-04-21
53.5
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
Precision@8· 2023-04-21
70
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
R-Prec· 2023-04-21
62.7
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
mAP· 2023-04-21
68
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
AUC Macro· 2023-04-21
96.6
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
AUC Micro· 2023-04-21
99.2
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
Exact Match Ratio· 2023-04-21
0.4
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
F1 Macro· 2023-04-21
21.1
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
F1 Micro· 2023-04-21
58.5
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
Precision@15· 2023-04-21
55
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
Precision@8· 2023-04-21
69.9
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
R-Prec· 2023-04-21
57.9
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
mAP· 2023-04-21
61.9
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV-ICD10-top50
AUC (Macro)· 2023-04-27
93.37
best: 93.6 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD10-top50
F1 (micro)· 2023-04-27
73.27
best: 74.15 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD10-top50
Precision@5· 2023-04-27
64.57
best: 65.16 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
Macro AUC· 2023-04-27
96.61
best: 96.79 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-full
Micro AUC· 2023-04-27
99.53
best: 99.56 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
AUC Macro· 2023-04-27
94.97
best: 95.13 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
AUC Micro· 2023-04-27
96.41
best: 96.46 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
F1 Macro· 2023-04-27
71.35
best: 71.85 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
F1 Micro· 2023-04-27
75.46
best: 75.78 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Medical Code PredictiononMIMIC-IV-ICD9-top50
Precision @5· 2023-04-27
62.44
best: 62.6 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998

Methodology33 results

Multi-Label ClassificationonMIMIC-IV-ICD10-top50
AUC (Micro)· 2023-04-27
95.69
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD10-top50
F1 (macro)· 2023-04-27
70.31
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
F1 Macro· 2023-04-27
14.4
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
F1 Micro· 2023-04-27
62.45
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
Precision@8· 2023-04-27
70.34
SOTA
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV ICD-9
AUC Macro· 2023-04-21
97.2
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
AUC Micro· 2023-04-21
99.4
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
Exact Match Ratio· 2023-04-21
1
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
F1 Macro· 2023-04-21
29.8
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
F1 Micro· 2023-04-21
62.6
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
Precision@15· 2023-04-21
53.5
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
Precision@8· 2023-04-21
70
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
R-Prec· 2023-04-21
62.7
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
mAP· 2023-04-21
68
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
AUC Macro· 2023-04-21
96.6
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
AUC Micro· 2023-04-21
99.2
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
Exact Match Ratio· 2023-04-21
0.4
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
F1 Macro· 2023-04-21
21.1
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
F1 Micro· 2023-04-21
58.5
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
Precision@15· 2023-04-21
55
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
Precision@8· 2023-04-21
69.9
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
R-Prec· 2023-04-21
57.9
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
mAP· 2023-04-21
61.9
SOTA
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV-ICD10-top50
AUC (Macro)· 2023-04-27
93.37
best: 93.6 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD10-top50
F1 (micro)· 2023-04-27
73.27
best: 74.15 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD10-top50
Precision@5· 2023-04-27
64.57
best: 65.16 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
Macro AUC· 2023-04-27
96.61
best: 96.79 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-full
Micro AUC· 2023-04-27
99.53
best: 99.56 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
AUC Macro· 2023-04-27
94.97
best: 95.13 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
AUC Micro· 2023-04-27
96.41
best: 96.46 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
F1 Macro· 2023-04-27
71.35
best: 71.85 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
F1 Micro· 2023-04-27
75.46
best: 75.78 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998
Multi-Label ClassificationonMIMIC-IV-ICD9-top50
Precision @5· 2023-04-27
62.44
best: 62.6 (MSMN)
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification arXiv:2304.13998