Medical Code Prediction on MIMIC-III

Metric: Macro-AUC (higher is better)

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Results

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#	Model↕	Macro-AUC▼	Extra Data	Paper	Date↕	Code
1	GKI-ICD	96.2	No	A General Knowledge Injection Framework for ICD ...	2025-05-24	Code
2	Discnet+RE	95.6	No	-	-	Code
3	MSMN	95	No	Code Synonyms Do Matter: Multiple Synonyms Match...	2022-03-03	Code
4	RAC	94.8	No	Read, Attend, and Code: Pushing the Limits of Me...	2021-07-10	-
5	JointLAAT	92.1	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
6	LAAT	91.9	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
7	EffectiveCAN	91.5	No	-	-	-
8	MSATT-KG	91	No	-	-	-
9	MultiResCNN	91	No	ICD Coding from Clinical Text Using Multi-Filter...	2019-11-25	Code
10	DR-CAML	89.7	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
11	CAML	89.5	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
12	HAN	88.5	No	Explainable Automated Coding of Clinical Notes u...	2020-10-29	Code
13	Bi-GRU	82.2	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
14	CNN	80.6	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
15	Logistic Regression	56.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code