Multi-Label Text Classification on MIMIC-III

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AUC

Rank	Model	AUC	Macro F1	Macro Precision	Macro Recall	Micro Precision	Micro Recall	Micro-F1	P@5	Paper	Code	Year
1	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	acadTags/Explainable-Automated-Medical-Coding · dmcguire81/CS598DL4H	2020
2	HAN	–	–	–	–	–	–	40.7	–	Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation	acadTags/Explainable-Automated-Medical-Coding · dmcguire81/CS598DL4H	2020
3	Feed-forward NN	–	–	–	–	–	–	–	–	An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical Notes	lsy3/clinical-notes-diagnosis-dl-nlp	2018
4	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	acadTags/Explainable-Automated-Medical-Coding · dmcguire81/CS598DL4H	2020
5	HAN	–	–	–	–	–	–	40.7	–	Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation	acadTags/Explainable-Automated-Medical-Coding · dmcguire81/CS598DL4H	2020
6	Feed-forward NN	–	–	–	–	–	–	–	–	An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical Notes	lsy3/clinical-notes-diagnosis-dl-nlp	2018
7	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	acadTags/Explainable-Automated-Medical-Coding · dmcguire81/CS598DL4H	2020
8	HAN	–	–	–	–	–	–	40.7	–	Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation	acadTags/Explainable-Automated-Medical-Coding · dmcguire81/CS598DL4H	2020
9	Feed-forward NN	–	–	–	–	–	–	–	–	An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical Notes	lsy3/clinical-notes-diagnosis-dl-nlp	2018