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Models/DR-CAML

DR-CAML

Reported on 12 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Medical6 results

Medical Code PredictiononMIMIC-III
Macro-AUC· 2018-02-15
89.7
best: 96.2 (GKI-ICD)
SOTA
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Medical Code PredictiononMIMIC-III
Macro-F1· 2018-02-15
8.6
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
98.5
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
52.9
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
54.8
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
69
best: 77.7 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695

Methodology6 results

Multi-Label ClassificationonMIMIC-III
Macro-AUC· 2018-02-15
89.7
best: 96.2 (GKI-ICD)
SOTA
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695
Multi-Label ClassificationonMIMIC-III
Macro-F1· 2018-02-15
8.6
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
98.5
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
52.9
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
54.8
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
69
best: 77.7 (GKI-ICD)
Explainable Prediction of Medical Codes from Clinical Text arXiv:1802.05695