ML Research Wiki / Benchmarks / Multi-Label Text Classification / MIMIC-III

MIMIC-III

Multi-Label Text Classification Benchmark

Performance Over Time

📊 Showing 3 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 HAN Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation 40.70 2020-10-29 📦 acadTags/Explainable-Automated-Medical-Coding 📦 dmcguire81/CS598DL4H
2 HLAN Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation 0.92 2020-10-29 📦 acadTags/Explainable-Automated-Medical-Coding 📦 dmcguire81/CS598DL4H
3 Feed-forward NN An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical Notes 0.11 2018-02-07 📦 lsy3/clinical-notes-diagnosis-dl-nlp

All Papers (3)

acadTags/Explainable-Automated-Medical-Coding dmcguire81/CS598DL4H
acadTags/Explainable-Automated-Medical-Coding dmcguire81/CS598DL4H
lsy3/clinical-notes-diagnosis-dl-nlp