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Large-scale evaluation of automated clinical note de-identification and its impact on information extraction

OBJECTIVE: (1) To evaluate a state-of-the-art natural language processing (NLP)-based approach to automatically de-identify a large set of diverse clinical notes. (2) To measure the impact of de-identification on the performance of information extraction algorithms on the de-identified documents. MA...

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Библиографические подробности
Главные авторы: Deleger, Louise, Molnar, Katalin, Savova, Guergana, Xia, Fei, Lingren, Todd, Li, Qi, Marsolo, Keith, Jegga, Anil, Kaiser, Megan, Stoutenborough, Laura, Solti, Imre
Формат: Artigo
Язык:Inglês
Опубликовано: BMJ Group 2013
Предметы:
Online-ссылка:https://ncbi.nlm.nih.gov/pmc/articles/PMC3555323/
https://ncbi.nlm.nih.gov/pubmed/22859645
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1136/amiajnl-2012-001012
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