ML Research Wiki / Benchmarks / Medical Code Prediction / MIMIC-IV ICD-10

MIMIC-IV ICD-10

Medical Code Prediction Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: Precision@8

Rank	Model	Paper	Precision@8	Date	Code
1	PLM-ICD	Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study	61.90	2023-04-21	📦 joakimedin/medical-coding-reproducibility
2	LAAT	Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study	60.60	2023-04-21	📦 joakimedin/medical-coding-reproducibility
3	MultiResCNN	Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study	59.30	2023-04-21	📦 joakimedin/medical-coding-reproducibility
4	CAML	Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study	57.40	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	51.10	2023-04-21	📦 joakimedin/medical-coding-reproducibility
6	CNN	Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study	48.20	2023-04-21	📦 joakimedin/medical-coding-reproducibility

2023

PLM-ICD

joakimedin/medical-coding-reproducibility

2023

LAAT

joakimedin/medical-coding-reproducibility

2023

MultiResCNN

joakimedin/medical-coding-reproducibility

2023

CAML

joakimedin/medical-coding-reproducibility

2023

Bi-GRU

joakimedin/medical-coding-reproducibility

2023

CNN

joakimedin/medical-coding-reproducibility

Model	Paper	Precision@8	Date
PLM-ICD	Automated Medical Coding on MIMIC-III and MIMIC-I…	61.90	2023-04-21
LAAT	Automated Medical Coding on MIMIC-III and MIMIC-I…	60.60	2023-04-21
MultiResCNN	Automated Medical Coding on MIMIC-III and MIMIC-I…	59.30	2023-04-21
CAML	Automated Medical Coding on MIMIC-III and MIMIC-I…	57.40	2023-04-21
Bi-GRU	Automated Medical Coding on MIMIC-III and MIMIC-I…	51.10	2023-04-21
CNN	Automated Medical Coding on MIMIC-III and MIMIC-I…	48.20	2023-04-21