ML Research Wiki / Benchmarks / Medical Code Prediction / MIMIC-IV ICD-9

MIMIC-IV ICD-9

Medical Code Prediction Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: AUC Macro

Top Performing Models

Rank Model Paper AUC Macro Date Code
1 PLM-ICD Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study 68.00 2023-04-21 📦 joakimedin/medical-coding-reproducibility
2 LAAT Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study 66.30 2023-04-21 📦 joakimedin/medical-coding-reproducibility
3 MultiResCNN Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study 64.70 2023-04-21 📦 joakimedin/medical-coding-reproducibility
4 CAML Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study 62.40 2023-04-21 📦 joakimedin/medical-coding-reproducibility
5 Bi-GRU Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study 58.90 2023-04-21 📦 joakimedin/medical-coding-reproducibility
6 CNN Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study 55.20 2023-04-21 📦 joakimedin/medical-coding-reproducibility

All Papers (6)

joakimedin/medical-coding-reproducibility
joakimedin/medical-coding-reproducibility
joakimedin/medical-coding-reproducibility
joakimedin/medical-coding-reproducibility
joakimedin/medical-coding-reproducibility
joakimedin/medical-coding-reproducibility