1. Elsevier’s Healthcare
Knowledge Graph
Alex DeJong, Radmila Bord, Will Dowling, Rinke Hoekstra, Ryan Moquin, Charlie O, Mevan
Samarasinghe, Paul Snyder, Craig Stanley, Anna Tordai, Michael Trefry, and Paul Groth.
@pgroth | @elsevierlabs
October 10, 2018
The Case for Enterprise Linked
Data Standards
4. A Health Care Knowledge Graph
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What types of questions do clinicians ask?
Spans Entity Types
- Drugs
- Diagnosis
- Symptoms
- Phenotypes
- Diseases
- …
5. H-Graph: The Elsevier Health Knowledge Graph
400K+ medical concepts with relations and extensive
mappings to industry vocabularies and multi-language support
4.9M+ semantic relations extracted from medical
literature using NLP and convolutional neural networks
Deep and expressive graph model extends relations with
qualitative and quantitative context
Graph-based knowledge representations power
advanced clinical decision support applications
9. Linked Data Principles are under specified
• What syntax do you provide and as a
consumer can you expect?
• What names spaces do you use?
• How do you link to single sign-on?
• What links should you set?
9