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使用自然语言处理构建药物安全临床决策支持规则

Structuring Clinical Decision Support Rules for Drug Safety Using Natural Language Processing.

作者信息

Despotou George, Korkontzelos Ioannis, Matragkas Nicholas, Bilici Eda, Arvanitis Theodoros N

机构信息

Institute of Digital Healthcare, WMG, University of Warwick, UK.

Department of Computer Science, Edge Hill University, UK.

出版信息

Stud Health Technol Inform. 2018;251:89-92.

Abstract

Drug safety is an important aspect in healthcare, resulting in a number of inadvertent events, which may harm the patients. IT based Clinical Decision Support (CDS), integrated in electronic-prescription or Electronic Health Records (EHR) systems, can provide a means for checking prescriptions for errors. This requires expressing prescription guidelines in a way that can be interpreted by IT systems. The paper uses Natural Language Processing (NLP), to interpret drug guidelines by the UK NICE BNF offered in free text. The employed NLP component, MetaMap, identifies the concepts in the instructions and interprets their semantic meaning. The UMLS semantic types that correspond to these concepts are then processed, in order to understand the concepts that are needed to be implemented in software engineering for a CDS engine.

摘要

药物安全是医疗保健中的一个重要方面,会导致一些可能伤害患者的意外事件。基于信息技术的临床决策支持(CDS)集成在电子处方或电子健康记录(EHR)系统中,可以提供一种检查处方错误的方法。这需要以一种信息技术系统能够解释的方式来表达处方指南。本文使用自然语言处理(NLP)来解释英国国家卫生与临床优化研究所(NICE)以自由文本形式提供的《英国国家处方集》(BNF)中的药物指南。所采用的NLP组件MetaMap识别指令中的概念并解释其语义含义。然后处理与这些概念相对应的统一医学语言系统(UMLS)语义类型,以便了解在软件工程中为CDS引擎实现所需的概念。

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