Adverse drug event and medication extraction in electronic health records via a cascading architecture with different sequence labeling models and word embeddings

机译：通过不同序列标记模型和Word Embedings的级联架构在电子健康记录中的不良药物事件和药物提取

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摘要

An adverse drug event (ADE) refers to an injury resulting from medical intervention related to a drug including harm caused by drugs or from the usage of drugs. Extracting ADEs from clinical records can help physicians associate adverse events to targeted drugs.

机译：不良药物事件（ADE）是指由与药物有关的医疗干预导致的伤害，包括药物或药物的使用。从临床记录中提取ades可以帮助医生将不良事件与靶向药物联系起来。

著录项

期刊名称 Journal of the American Medical Informatics Association : JAMIA
作者
Hong-Jie Dai; Chu-Hsien Su; Chi-Shin Wu;
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作者单位

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年(卷),期 2020(27),1
年度 2020
页码 47–55
总页数 9
原文格式 PDF
正文语种
中图分类
关键词

机译：不良药物事件;信息提取;命名实体识别;词嵌入;电子健康记录;

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专利

1. An investigation of single-domain and multidomain medication and adverse drug event relation extraction from electronic health record notes using advanced deep learning models [J] . Fei Li, Hong Yu Journal of the American Medical Informatics Association : . 2019,第7期

机译：使用先进的深度学习模型对单结构域和多域药物药物和不良药物事件关系的调查
2. Extraction of Information Related to Adverse Drug Events from Electronic Health Record Notes: Design of an End-to-End Model Based on Deep Learning [J] . Fei Li, Weisong Liu, Hong Yu JMIR Medical Informatics . 2018,第4期

机译：从电子健康记录笔记中提取与药物不良事件相关的信息：基于深度学习的端到端模型的设计
3. Towards Drug Safety Surveillance and Pharmacovigilance: Current Progress in Detecting Medication and Adverse Drug Events from Electronic Health Records [J] . Liu Feifan, Jagannatha Abhyuday, Yu Hong Drug safety: An international journal of medical toxicology and drug experience . 2019,第1期

机译：朝向药物安全监测和药物检测：目前检测电子健康记录药物和药物不良事件的进展
4. Cascading adverse drug event detection in electronic health records [C] . Zhao Jing, Henriksson Aron, Bostrom Henrik IEEE International Conference on Data Science and Advanced Analytics . 2015

机译：在电子病历中级联不良药物事件检测
5. Polypharmacy, the Electronic Medical Record, and Adverse Drug Events. [D] . Eyoh, Unyime. 2016

机译：多元药房，电子病历和药品不良事件。
6. An investigation of single-domain and multidomain medication and adverse drug event relation extraction from electronic health record notes using advanced deep learning models [O] . Fei Li, Hong Yu 2019

机译：使用高级深度学习模型从电子健康记录笔记中提取单域和多域用药以及不良药物事件关系的研究
7. Adverse drug events and medication relation extraction in electronic health records with ensemble deep learning methods [O] . Fenia Christopoulou, Thy Thy Tran, Sunil Kumar Sahu, 2019

机译：电子健康记录中的不良药物事件和药物关系提取与集合深度学习方法
8. Technical Modification Within the Healthcare Industry: Improving Both the Efficacy of the National Drug Code Carrier and the Accessibility of Electronic Health Records to Reduce Adverse Drug Events. [R] . Dixon, J. J., McLean, A. S. 2013

机译：医疗行业内的技术改造：提高国家药品代码载体的效力和电子健康记录的可及性，以减少不良药物事件。

Adverse drug event and medication extraction in electronic health records via a cascading architecture with different sequence labeling models and word embeddings

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