Medical Code Prediction on MIMIC-III

Metric: Micro-F1 (higher is better)

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#	Model↕	Micro-F1▼	Extra Data	Paper	Date↕	Code
1	GKI-ICD	61.2	No	A General Knowledge Injection Framework for ICD ...	2025-05-24	Code
2	PLM-CA	60	No	An Unsupervised Approach to Achieve Supervised-L...	2024-06-13	Code
3	MSMN+KEPTLongformer	59.9	No	Knowledge Injected Prompt Based Fine-tuning for ...	2022-10-07	Code
4	EffectiveCAN	58.9	No	-	-	-
5	Discnet+RE	58.8	No	-	-	Code
6	RAC	58.6	No	Read, Attend, and Code: Pushing the Limits of Me...	2021-07-10	-
7	MSMN	58.4	No	Code Synonyms Do Matter: Multiple Synonyms Match...	2022-03-03	Code
8	JointLAAT	57.5	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
9	LAAT	57.5	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
10	MSATT-KG	55.3	No	-	-	-
11	MultiResCNN	55.2	No	ICD Coding from Clinical Text Using Multi-Filter...	2019-11-25	Code
12	CAML	53.9	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
13	DR-CAML	52.9	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
14	SVM	44.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
15	CNN	41.9	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
16	Bi-GRU	41.7	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
17	HAN	40.7	No	Explainable Automated Coding of Clinical Notes u...	2020-10-29	Code
18	Logistic Regression	27.2	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code

#1GKI-ICDSOTA
61.2
Micro-F1· 2025-05-24
A General Knowledge Injection Framework for ICD Coding Code
#2PLM-CASOTA
60
Micro-F1· 2024-06-13
An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records Code
#3MSMN+KEPTLongformerSOTA
59.9
Micro-F1· 2022-10-07
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding Code
#4EffectiveCAN
58.9
Micro-F1
No paper
#5Discnet+RE
58.8
Micro-F1
No paperCode
#6RACSOTA
58.6
Micro-F1· 2021-07-10
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
#7MSMN
58.4
Micro-F1· 2022-03-03
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding Code
#8JointLAATSOTA
57.5
Micro-F1· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#9LAAT
57.5
Micro-F1· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#10MSATT-KG
55.3
Micro-F1
No paper
#11MultiResCNNSOTA
55.2
Micro-F1· 2019-11-25
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network Code
#12CAMLSOTA
53.9
Micro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#13DR-CAML
52.9
Micro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#14SVM
44.1
Micro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#15CNN
41.9
Micro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#16Bi-GRU
41.7
Micro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#17HAN
40.7
Micro-F1· 2020-10-29
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation Code
#18Logistic Regression
27.2
Micro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code