← Medical Code Prediction

Papers with Code · CC BY-SA 4.0

MIMIC-III

아카이브 평가 18건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
GKI-ICD	Macro-AUC 96.2 Micro-AUC 99.3 Macro-F1 12.3 Micro-F1 61.2 Precision@8 77.7 Precision@15 62.4 mAP 66.1	A General Knowledge Injection Framework for ICD Coding 2025-05-24	코드 1
PLM-CA	Macro-F1 24.7 Micro-F1 60.0 mAP 64.7	An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records 2024-06-13	코드 1 · 코드 2
MSMN+KEPTLongformer	Macro-F1 11.8 Micro-F1 59.9 Precision@8 77.1 Precision@15 61.5	Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding 2022-10-07	코드 1
EffectiveCAN	Macro-AUC 91.5 Micro-AUC 98.8 Macro-F1 10.6 Micro-F1 58.9 Precision@8 75.8 Precision@15 60.6	Effective Convolutional Attention Network for Multi-label Clinical Document Classification 논문 날짜 미기재	연결 없음
Discnet+RE	Macro-AUC 95.6 Micro-AUC 99.3 Macro-F1 14.0 Micro-F1 58.8 Precision@8 76.5 Precision@15 61.4	Automatic ICD Coding Exploiting Discourse Structure and Reconciled Code Embeddings 논문 날짜 미기재	코드 1
RAC	Macro-AUC 94.8 Micro-AUC 99.2 Macro-F1 12.7 Micro-F1 58.6 Precision@5 82.9 Precision@8 75.4 Precision@15 60.1	Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines 2021-07-10	연결 없음
MSMN	Macro-AUC 95.0 Micro-AUC 99.2 Macro-F1 10.3 Micro-F1 58.4 Precision@8 75.2 Precision@15 59.9	Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding 2022-03-03	코드 1
JointLAAT	Macro-AUC 92.1 Micro-AUC 98.8 Macro-F1 10.7 Micro-F1 57.5 Precision@5 80.6 Precision@8 73.5 Precision@15 59.0	A Label Attention Model for ICD Coding from Clinical Text 2020-07-13	코드 1 · 코드 2
LAAT	Macro-AUC 91.9 Micro-AUC 98.8 Macro-F1 9.9 Micro-F1 57.5 Precision@5 81.3 Precision@8 73.8 Precision@15 59.1	A Label Attention Model for ICD Coding from Clinical Text 2020-07-13	코드 1 · 코드 2
MSATT-KG	Macro-AUC 91.0 Micro-AUC 99.2 Macro-F1 9.0 Micro-F1 55.3 Precision@8 72.8 Precision@15 58.1	연결 없음 논문 날짜 미기재	연결 없음
MultiResCNN	Macro-AUC 91.0 Micro-AUC 98.6 Macro-F1 8.5 Micro-F1 55.2 Precision@8 73.4 Precision@15 58.4	ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network 2019-11-25	코드 1 · 코드 2 · 코드 3
CAML	Macro-AUC 89.5 Micro-AUC 98.6 Macro-F1 8.8 Micro-F1 53.9 Precision@8 70.9 Precision@15 56.1	Explainable Prediction of Medical Codes from Clinical Text 2018-02-15	코드 1 · 코드 2 · 코드 3
DR-CAML	Macro-AUC 89.7 Micro-AUC 98.5 Macro-F1 8.6 Micro-F1 52.9 Precision@8 69.0 Precision@15 54.8	Explainable Prediction of Medical Codes from Clinical Text 2018-02-15	코드 1 · 코드 2 · 코드 3
SVM	Micro-F1 44.1	Explainable Prediction of Medical Codes from Clinical Text 2018-02-15	코드 1 · 코드 2 · 코드 3
CNN	Macro-AUC 80.6 Micro-AUC 96.9 Macro-F1 4.2 Micro-F1 41.9 Precision@8 58.1 Precision@15 44.3	Explainable Prediction of Medical Codes from Clinical Text 2018-02-15	코드 1 · 코드 2 · 코드 3
Bi-GRU	Macro-AUC 82.2 Micro-AUC 97.1 Macro-F1 3.8 Micro-F1 41.7 Precision@8 58.5 Precision@15 44.5	Explainable Prediction of Medical Codes from Clinical Text 2018-02-15	코드 1 · 코드 2 · 코드 3
HAN	Macro-AUC 88.5 Micro-AUC 98.1 Macro-F1 3.6 Micro-F1 40.7 Precision@8 61.4	Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation 2020-10-29	코드 1 · 코드 2
Logistic Regression	Macro-AUC 56.1 Micro-AUC 93.7 Macro-F1 1.1 Micro-F1 27.2 Precision@8 54.2 Precision@15 41.1	Explainable Prediction of Medical Codes from Clinical Text 2018-02-15	코드 1 · 코드 2 · 코드 3