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Radiology Report Annotation using Intelligent Word Embeddings: Applied to Multi-institutional Chest CT Cohort

We proposed an unsupervised hybrid method - Intelligent Word Embedding (IWE) that combines neural embedding method with a semantic dictionary mapping technique for creating a dense vector representation of unstructured radiology reports. We applied IWE to generate embedding of chest CT radiology rep...

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Detalhes bibliográficos
Publicado no:J Biomed Inform
Main Authors: Banerjee, Imon, Chen, Matthew C., Lungren, Matthew P., Rubin, Daniel L.
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5771955/
https://ncbi.nlm.nih.gov/pubmed/29175548
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jbi.2017.11.012
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