A graph-based framework learns a shared semantic space for EHR data harmonization by integrating site-specific summaries, biomedical knowledge graphs, and LLM semantics, evaluated across seven institutions in two languages.
Deep representation learning of electronic health records to unlock patient stratification at scale.NPJ digital medicine, 3(1):96, 2020
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Representation learning to advance multi-institutional studies with electronic health record data from US and France
A graph-based framework learns a shared semantic space for EHR data harmonization by integrating site-specific summaries, biomedical knowledge graphs, and LLM semantics, evaluated across seven institutions in two languages.