Https://arxiv.org/pd F/2204.10408.pdf

2204.10408.pdf
Preview of https://arxiv.org/pd f/2204.10408.pdf
🔗 Source: arxiv.org
📊 Size: 1.11 MB
📄 Pages: 7 pages
⬇️ Downloads: 69

Summary

ICDBigBird is a contextual embedding model for ICD code classification, combining a Graph Convolutional Network (GCN) with a BigBird contextual model to process larger documents. The GCN captures relationships between ICD codes using normalized point-wise mutual information, creating "enriched" representations of their embeddings. The BigBird model processes long documents, reducing the risk of losing information. Experiments on a real-world clinical dataset demonstrate ICDBigBird's effectiveness, outperforming previous state-of-the-art models.

Description

ICDBigBird is a contextual embedding model for ICD code classification, combining a Graph Convolutional Network (GCN) with a BigBird contextual model to...

Technical Information

  • File Format: PDF
  • File Size: 1.11 MB
  • Pages: 7
  • Language: EN
  • Total Downloads: 69
  • Last Updated: 6 days ago

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