Back to search

Article

ClinVec: Unified Embeddings of Clinical Codes Enable Knowledge-Grounded AI in Medicine

2024-12-05

Abstract excerpt

Integrating structured clinical knowledge into artificial intelligence (AI) models remains a major challenge. Medical codes primarily reflect administrative workflows rather than clinical reason ing, limiting AI models’ ability to capture true clinical relationships and undermining their gen eralizability. To address this, we introduce ClinGraph , a clinical knowledge graph that integrates eight EHR-based vocabula...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
9dae1fbf-0843-55bf-8ede-423d77bbe2b7
DOI
10.1101/2024.12.03.24318322
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
ClinVec: Unified Embeddings of Clinical Codes Enable Knowledge-Grounded AI in MedicineDOI 10.1101/2024.12.03.24318322
Select a neighboring publication to make it the new centre.