Article
InfEHR: Clinical phenotype resolution through deep geometric learning on electronic health records.
Nature communications - 26 Sept 2025
Kauffman Justin, Holmes Emma, Vaid Akhil, Charney Alexander W, Kovatch Patricia, Lampert Joshua, Sakhuja Ankit, Zitnik Marinka, Glicksberg Benjamin S, Hofer Ira, Nadkarni Girish N
Abstract excerpt
Electronic health records contain multimodal data that can inform clinical decisions but are often unsuited for advanced machine learning analyses due to lack of labeled data. Here, we present InfEHR, a framework to automatically compute clinical likelihoods from whole electronic health records without requiring large volumes of labeled training data. InfEHR applies deep geometric learning through a procedure...
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