Papers by Ronald Williams
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction (2024.emnlp-main)
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| Challenge: | Prior work focused on hierarchical label structures but neglected to incorporate external knowledge from medical guidelines. |
| Approach: | They propose to incorporate external knowledge from medical guidelines into domain knowledge enhanced classification for diagnosis prediction. |
| Outcome: | The proposed system outperforms state-of-the-art label-wise attention networks and transformer models on a real-world emergency medical services dataset and a public electronic health record dataset. |