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HCET: Hierarchical Clinical Embedding with Topic Modeling on Electronic Health Record for Predicting Depression

Recent developments in machine learning algorithms have enabled models to exhibit impressive performance in healthcare tasks using electronic health record (EHR) data. However, the heterogeneous nature and sparsity of EHR data remains challenging. In this work, we present a model that utilizes heter...

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Detalhes bibliográficos
Publicado no:IEEE J Biomed Health Inform
Main Authors: Meng, Yiwen, Speier, William, Ong, Michael, Arnold, Corey W.
Formato: Artigo
Idioma:Inglês
Publicado em: 2021
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC8086808/
https://ncbi.nlm.nih.gov/pubmed/32749975
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/JBHI.2020.3004072
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