Harmonized Representation Learning on Dynamic EHR Graphs.

Journal of Biomedical Informatics(2020)

引用 20|浏览53
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摘要
•Deep learning model for graph representation learning.•Harmonized representation learning for patients, medical events, and medical concepts.•Multi-modal EHR graph construction using both structured and unstructured sources.•Dynamic EHR graph learning framework which combines GCN and LSTM.•Consistency analysis on diagnosis code assignment in a target visit.
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关键词
Electronic health records,Harmonized representation learning,Dynamic medical graph,Graph convolutional networks,Consistency analysis
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