HyperAI超神经

Medical Code Prediction On Mimic Iii

评估指标

Macro-AUC

Macro-F1

Micro-AUC

Micro-F1

Precision@15

Precision@8

评测结果

各个模型在此基准测试上的表现结果

							Paper Title
PLM-CA	-	24.7	-	60.0	-	-	An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records
MSMN+KEPTLongformer	-	11.8	-	59.9	61.5	77.1	Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding
EffectiveCAN	91.5	10.6	98.8	58.9	60.6	75.8	Effective Convolutional Attention Network for Multi-label Clinical Document Classification
Discnet+RE	95.6	14.0	99.3	58.8	61.4	76.5	Automatic ICD Coding Exploiting Discourse Structure and Reconciled Code Embeddings
RAC	94.8	12.7	99.2	58.6	60.1	75.4	Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
MSMN	95.0	10.3	99.2	58.4	59.9	75.2	Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding
LAAT	91.9	9.9	98.8	57.5	59.1	73.8	A Label Attention Model for ICD Coding from Clinical Text
JointLAAT	92.1	10.7	98.8	57.5	59.0	73.5	A Label Attention Model for ICD Coding from Clinical Text
MSATT-KG	91.0	9.0	99.2	55.3	58.1	72.8	-
MultiResCNN	91.0	8.5	98.6	55.2	58.4	73.4	ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network
CAML	89.5	8.8	98.6	53.9	56.1	70.9	Explainable Prediction of Medical Codes from Clinical Text
DR-CAML	89.7	8.6	98.5	52.9	54.8	69.0	Explainable Prediction of Medical Codes from Clinical Text
SVM	-	-	-	44.1	-	-	Explainable Prediction of Medical Codes from Clinical Text
CNN	80.6	4.2	96.9	41.9	44.3	58.1	Explainable Prediction of Medical Codes from Clinical Text
Bi-GRU	82.2	3.8	97.1	41.7	44.5	58.5	Explainable Prediction of Medical Codes from Clinical Text
HAN	88.5	3.6	98.1	40.7	-	61.4	Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation
Logistic Regression	56.1	1.1	93.7	27.2	41.1	54.2	Explainable Prediction of Medical Codes from Clinical Text

0 of 17 row(s) selected.

HyperAI超神经

Medical Code Prediction On Mimic Iii

评估指标

Macro-AUC

Macro-F1

Micro-AUC

Micro-F1

Precision@15

Precision@8

评测结果

各个模型在此基准测试上的表现结果

							Paper Title
PLM-CA	-	24.7	-	60.0	-	-	An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records
MSMN+KEPTLongformer	-	11.8	-	59.9	61.5	77.1	Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding
EffectiveCAN	91.5	10.6	98.8	58.9	60.6	75.8	Effective Convolutional Attention Network for Multi-label Clinical Document Classification
Discnet+RE	95.6	14.0	99.3	58.8	61.4	76.5	Automatic ICD Coding Exploiting Discourse Structure and Reconciled Code Embeddings
RAC	94.8	12.7	99.2	58.6	60.1	75.4	Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
MSMN	95.0	10.3	99.2	58.4	59.9	75.2	Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding
LAAT	91.9	9.9	98.8	57.5	59.1	73.8	A Label Attention Model for ICD Coding from Clinical Text
JointLAAT	92.1	10.7	98.8	57.5	59.0	73.5	A Label Attention Model for ICD Coding from Clinical Text
MSATT-KG	91.0	9.0	99.2	55.3	58.1	72.8	-
MultiResCNN	91.0	8.5	98.6	55.2	58.4	73.4	ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network
CAML	89.5	8.8	98.6	53.9	56.1	70.9	Explainable Prediction of Medical Codes from Clinical Text
DR-CAML	89.7	8.6	98.5	52.9	54.8	69.0	Explainable Prediction of Medical Codes from Clinical Text
SVM	-	-	-	44.1	-	-	Explainable Prediction of Medical Codes from Clinical Text
CNN	80.6	4.2	96.9	41.9	44.3	58.1	Explainable Prediction of Medical Codes from Clinical Text
Bi-GRU	82.2	3.8	97.1	41.7	44.5	58.5	Explainable Prediction of Medical Codes from Clinical Text
HAN	88.5	3.6	98.1	40.7	-	61.4	Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation
Logistic Regression	56.1	1.1	93.7	27.2	41.1	54.2	Explainable Prediction of Medical Codes from Clinical Text

0 of 17 row(s) selected.

Medical Code Prediction On Mimic Iii | SOTA | HyperAI超神经