Multi Label Text Classification On Mimic Iii
Metrics
AUC
Macro F1
Macro Precision
Macro Recall
Micro Precision
Micro Recall
P@5
Results
Performance results of various models on this benchmark
Model Name | AUC | Macro F1 | Macro Precision | Macro Recall | Micro Precision | Micro Recall | P@5 | Paper Title | Repository |
|---|---|---|---|---|---|---|---|---|---|
| HLAN | 0.919 | 57.1 | 65 | 51 | 72.9 | 57.3 | 62.5 | Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation | |
| Feed-forward NN | - | - | - | - | - | - | - | An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical Notes | |
| HAN | - | - | - | - | - | - | - | Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation |
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