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Expanding a database-derived biomedical knowledge graph via multi-relation extraction from biomedical abstracts.

David N NicholsonDaniel Scott HimmelsteinCasey S Greene
Published in: BioData mining (2022)
Our results show that this framework can incorporate novel edges into our source knowledge graph. However, results with label function transfer were mixed. Only label functions describing very similar edge types supported improved performance when transferred. We expect that the continued development of this strategy may provide essential building blocks to populating biomedical knowledge graphs with discoveries, ensuring that these resources include cutting-edge results.
Keyphrases
  • healthcare
  • convolutional neural network
  • emergency department
  • neural network
  • deep learning
  • drug induced