ML Research Wiki / Benchmarks / Medical Code Prediction / MIMIC-III

MIMIC-III

Medical Code Prediction Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: Micro-F1

Top Performing Models

Rank Model Paper Micro-F1 Date Code
1 GKI-ICD A General Knowledge Injection Framework for ICD Coding 66.10 2025-05-24 📦 xuzhang0112/GKI-ICD
2 PLM-CA An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records 64.70 2024-06-13 📦 joakimedin/medical-coding-reproducibility 📦 JoakimEdin/explainable-medical-coding
3 SVM Explainable Prediction of Medical Codes from Clinical Text 44.10 2018-02-15 📦 jamesmullenbach/caml-mimic 📦 dalgu90/icd-coding-benchmark 📦 HeoTaksung/MIMIC-III_CNN_Attention
4 RAC Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines 12.70 2021-07-10 -
5 MSMN+KEPTLongformer Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding 11.80 2022-10-07 📦 whaleloops/KEPT
6 JointLAAT A Label Attention Model for ICD Coding from Clinical Text 10.70 2020-07-13 📦 joakimedin/medical-coding-reproducibility 📦 aehrc/LAAT
7 MSMN Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding 10.30 2022-03-03 📦 ganjinzero/icd-msmn
8 LAAT A Label Attention Model for ICD Coding from Clinical Text 9.90 2020-07-13 📦 joakimedin/medical-coding-reproducibility 📦 aehrc/LAAT
9 CAML Explainable Prediction of Medical Codes from Clinical Text 8.80 2018-02-15 📦 jamesmullenbach/caml-mimic 📦 dalgu90/icd-coding-benchmark 📦 HeoTaksung/MIMIC-III_CNN_Attention
10 DR-CAML Explainable Prediction of Medical Codes from Clinical Text 8.60 2018-02-15 📦 jamesmullenbach/caml-mimic 📦 dalgu90/icd-coding-benchmark 📦 HeoTaksung/MIMIC-III_CNN_Attention

All Papers (15)

xuzhang0112/GKI-ICD
joakimedin/medical-coding-reproducibility JoakimEdin/explainable-medical-coding
jamesmullenbach/caml-mimic dalgu90/icd-coding-benchmark HeoTaksung/MIMIC-III_CNN_Attention
whaleloops/KEPT
joakimedin/medical-coding-reproducibility aehrc/LAAT
ganjinzero/icd-msmn
joakimedin/medical-coding-reproducibility aehrc/LAAT
jamesmullenbach/caml-mimic dalgu90/icd-coding-benchmark HeoTaksung/MIMIC-III_CNN_Attention
jamesmullenbach/caml-mimic dalgu90/icd-coding-benchmark HeoTaksung/MIMIC-III_CNN_Attention
joakimedin/medical-coding-reproducibility foxlf823/Multi-Filter-Residual-Convolutional-Neural-Network dalgu90/icd-coding-benchmark
jamesmullenbach/caml-mimic dalgu90/icd-coding-benchmark HeoTaksung/MIMIC-III_CNN_Attention
jamesmullenbach/caml-mimic dalgu90/icd-coding-benchmark HeoTaksung/MIMIC-III_CNN_Attention
acadTags/Explainable-Automated-Medical-Coding dmcguire81/CS598DL4H
jamesmullenbach/caml-mimic dalgu90/icd-coding-benchmark HeoTaksung/MIMIC-III_CNN_Attention