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The Development of Formulaic Knowledge in Super-Advanced Chinese Language Learners: Evidence From Processing Accuracy, Speed, and Strategies
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In: Front Psychol (2022)
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Political Media Discourse in China as a Subject of Applied Analysis ...
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Cumulative burden of lipid profiles predict future incidence of ischaemic stroke and residual risk
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In: Stroke Vasc Neurol (2021)
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A Novel Approach towards Medical Entity Recognition in Chinese Clinical Text
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Liang, Jun; Xian, Xuemei; He, Xiaojun; Xu, Meifang; Dai, Sheng; Xin, Jun'yi; Xu, Jie; Yu, Jian; Lei, Jianbo. - : Hindawi, 2017
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Abstract:
Medical entity recognition, a basic task in the language processing of clinical data, has been extensively studied in analyzing admission notes in alphabetic languages such as English. However, much less work has been done on nonstructural texts that are written in Chinese, or in the setting of differentiation of Chinese drug names between traditional Chinese medicine and Western medicine. Here, we propose a novel cascade-type Chinese medication entity recognition approach that aims at integrating the sentence category classifier from a support vector machine and the conditional random field-based medication entity recognition. We hypothesized that this approach could avoid the side effects of abundant negative samples and improve the performance of the named entity recognition from admission notes written in Chinese. Therefore, we applied this approach to a test set of 324 Chinese-written admission notes with manual annotation by medical experts. Our data demonstrated that this approach had a score of 94.2% in precision, 92.8% in recall, and 93.5% in F-measure for the recognition of traditional Chinese medicine drug names and 91.2% in precision, 92.6% in recall, and 91.7% F-measure for the recognition of Western medicine drug names. The differences in F-measure were significant compared with those in the baseline systems.
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Keyword:
Research Article
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URL: https://doi.org/10.1155/2017/4898963
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516712/
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A Study on the Content Validity of English Writing Tests of GDNMET in the Circumstance of Ten-Year New Curriculum Reform
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In: Studies in Literature and Language; Vol 15, No 4 (2017): Studies in Literature and Language; 41-47 ; 1923-1563 ; 1923-1555 (2017)
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Additional file 1: of A practical community-based response strategy to interrupt Ebola transmission in sierra Leone, 2014â 2015 ...
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Additional file 1: of A practical community-based response strategy to interrupt Ebola transmission in sierra Leone, 2014â 2015 ...
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