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Models/RAC

RAC

Reported on 14 benchmarks across 2 tasks · 1 paper · 14 SOTA

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

Medical7 results

Medical Code PredictiononMIMIC-III
Macro-AUC· 2021-07-10
94.8
best: 96.2 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Medical Code PredictiononMIMIC-III
Macro-F1· 2021-07-10
12.7
best: 24.7 (PLM-CA)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Medical Code PredictiononMIMIC-III
Micro-AUC· 2021-07-10
99.2
best: 99.3 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Medical Code PredictiononMIMIC-III
Micro-F1· 2021-07-10
58.6
best: 61.2 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Medical Code PredictiononMIMIC-III
Precision@15· 2021-07-10
60.1
best: 62.4 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Medical Code PredictiononMIMIC-III
Precision@5· 2021-07-10
82.9
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Medical Code PredictiononMIMIC-III
Precision@8· 2021-07-10
75.4
best: 77.7 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650

Methodology7 results

Multi-Label ClassificationonMIMIC-III
Macro-AUC· 2021-07-10
94.8
best: 96.2 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Multi-Label ClassificationonMIMIC-III
Macro-F1· 2021-07-10
12.7
best: 24.7 (PLM-CA)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Multi-Label ClassificationonMIMIC-III
Micro-AUC· 2021-07-10
99.2
best: 99.3 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Multi-Label ClassificationonMIMIC-III
Micro-F1· 2021-07-10
58.6
best: 61.2 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Multi-Label ClassificationonMIMIC-III
Precision@15· 2021-07-10
60.1
best: 62.4 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Multi-Label ClassificationonMIMIC-III
Precision@5· 2021-07-10
82.9
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650
Multi-Label ClassificationonMIMIC-III
Precision@8· 2021-07-10
75.4
best: 77.7 (GKI-ICD)
SOTA
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines arXiv:2107.10650