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A deep learning model incorporating part of speech and self-matching attention for named entity recognition of Chinese electronic medical records

BACKGROUND: The Named Entity Recognition (NER) task as a key step in the extraction of health information, has encountered many challenges in Chinese Electronic Medical Records (EMRs). Firstly, the casual use of Chinese abbreviations and doctors’ personal style may result in multiple expressions of...

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Veröffentlicht in:BMC Med Inform Decis Mak
Hauptverfasser: Cai, Xiaoling, Dong, Shoubin, Hu, Jinlong
Format: Artigo
Sprache:Inglês
Veröffentlicht: BioMed Central 2019
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Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6454585/
https://ncbi.nlm.nih.gov/pubmed/30961622
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12911-019-0762-7
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