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Models/Bi-GRU

Bi-GRU

Reported on 48 benchmarks across 2 tasks · 2 papers

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

Medical24 results

Medical Code PredictiononMIMIC-IV ICD-9
AUC Macro· 2023-04-21
93.8
best: 97.2 (PLM-ICD)
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
98.8
best: 99.4 (PLM-ICD)
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
0.7
best: 1 (PLM-ICD)
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
16.6
best: 29.8 (PLM-ICD)
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
55.5
best: 62.6 (PLM-ICD)
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
47.8
best: 53.5 (PLM-ICD)
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
64.1
best: 70 (PLM-ICD)
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
55.8
best: 62.7 (PLM-ICD)
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
58.9
best: 68 (PLM-ICD)
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
92.4
best: 96.6 (PLM-ICD)
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
98.3
best: 99.2 (PLM-ICD)
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
0.3
best: 0.4 (PLM-ICD)
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
10.6
best: 21.1 (PLM-ICD)
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
50.1
best: 58.5 (PLM-ICD)
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
47.7
best: 55 (PLM-ICD)
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
62.6
best: 69.9 (PLM-ICD)
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
49.6
best: 57.9 (PLM-ICD)
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
51.1
best: 61.9 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-III
Macro-AUC· 2018-02-15
82.2
best: 96.2 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Medical Code PredictiononMIMIC-III
Macro-F1· 2018-02-15
3.8
best: 24.7 (PLM-CA)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Medical Code PredictiononMIMIC-III
Micro-AUC· 2018-02-15
97.1
best: 99.3 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Medical Code PredictiononMIMIC-III
Micro-F1· 2018-02-15
41.7
best: 61.2 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Medical Code PredictiononMIMIC-III
Precision@15· 2018-02-15
44.5
best: 62.4 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Medical Code PredictiononMIMIC-III
Precision@8· 2018-02-15
58.5
best: 77.7 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695

Methodology24 results

Multi-Label ClassificationonMIMIC-IV ICD-9
AUC Macro· 2023-04-21
93.8
best: 97.2 (PLM-ICD)
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
98.8
best: 99.4 (PLM-ICD)
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
0.7
best: 1 (PLM-ICD)
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
16.6
best: 29.8 (PLM-ICD)
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
55.5
best: 62.6 (PLM-ICD)
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
47.8
best: 53.5 (PLM-ICD)
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
64.1
best: 70 (PLM-ICD)
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
55.8
best: 62.7 (PLM-ICD)
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
58.9
best: 68 (PLM-ICD)
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
92.4
best: 96.6 (PLM-ICD)
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
98.3
best: 99.2 (PLM-ICD)
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
0.3
best: 0.4 (PLM-ICD)
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
10.6
best: 21.1 (PLM-ICD)
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
50.1
best: 58.5 (PLM-ICD)
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
47.7
best: 55 (PLM-ICD)
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
62.6
best: 69.9 (PLM-ICD)
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
49.6
best: 57.9 (PLM-ICD)
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
51.1
best: 61.9 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-III
Macro-AUC· 2018-02-15
82.2
best: 96.2 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Multi-Label ClassificationonMIMIC-III
Macro-F1· 2018-02-15
3.8
best: 24.7 (PLM-CA)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Multi-Label ClassificationonMIMIC-III
Micro-AUC· 2018-02-15
97.1
best: 99.3 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Multi-Label ClassificationonMIMIC-III
Micro-F1· 2018-02-15
41.7
best: 61.2 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Multi-Label ClassificationonMIMIC-III
Precision@15· 2018-02-15
44.5
best: 62.4 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Multi-Label ClassificationonMIMIC-III
Precision@8· 2018-02-15
58.5
best: 77.7 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695