Detection of medical text semantic similarity based on convolutional neural network

机译：基于卷积神经网络的医学文本语义相似度检测

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摘要

BackgroundImaging examinations, such as ultrasonography, magnetic resonance imaging and computed tomography scans, play key roles in healthcare settings. To assess and improve the quality of imaging diagnosis, we need to manually find and compare the pre-existing reports of imaging and pathology examinations which contain overlapping exam body sites from electrical medical records (EMRs). The process of retrieving those reports is time-consuming. In this paper, we propose a convolutional neural network (CNN) based method which can better utilize semantic information contained in report texts to accelerate the retrieving process.

机译：背景技术超声检查，磁共振成像和计算机断层扫描等成像检查在医疗机构中发挥着关键作用。为了评估和提高影像诊断的质量，我们需要手动查找和比较影像和病理检查的现有报告，其中包含来自电子病历（EMR）的重叠检查身体部位。检索这些报告的过程非常耗时。在本文中，我们提出了一种基于卷积神经网络（CNN）的方法，该方法可以更好地利用报告文本中包含的语义信息来加快检索过程。

著录项

期刊名称 BMC Medical Informatics and Decision Making
作者
Tao Zheng; Yimei Gao; Fei Wang; Chenhao Fan; Xingzhi Fu; Mei Li; Ya Zhang; Shaodian Zhang; Handong Ma;
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作者单位

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年(卷),期 2019(19),-1
年度 2019
页码 156
总页数 11
原文格式 PDF
正文语种
中图分类情报学;
关键词
Text similarity Convolutional neural network LIME Natural language processing;

机译：文本相似度;卷积神经网络;LIME;自然语言处理;

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专利

1. Detection of medical text semantic similarity based on convolutional neural network [J] . Tao Zheng, Yimei Gao, Fei Wang, BMC Medical Informatics and Decision Making . 2019,第1期

机译：基于卷积神经网络的医学文本语义相似度检测
2. Sentence Embedding and Convolutional Neural Network for Semantic Textual Similarity Detection in Arabic Language [J] . Mahmoud Adnen, Zrigui Mounir Arabian Journal for Science and Engineering . 2019,第11期

机译：句子嵌入和卷积神经网络用于阿拉伯语语义文本相似性检测
3. A Convolutional Neural Network-Based Chinese Text Detection Algorithm via Text Structure Modeling [J] . Xiaohang Ren, Yi Zhou, Jianhua He, Multimedia, IEEE Transactions on . 2017,第3期

机译：基于卷积神经网络的文本结构建模的中文文本检测算法
4. Cross2Self-attentive Bidirectional Recurrent Neural Network with BERT for Biomedical Semantic Text Similarity [C] . Zhengguang Li, Hongfei Lin, Chen Shen, IEEE International Conference on Bioinformatics and Biomedicine . 2020

机译：BRET2SEXERF-FERSENTIVE双向经常性神经网络，具有生物医学语义文本的伯特
5. Deep Neural Language Model for Text Classification Based on Convolutional and Recurrent Neural Networks [D] . Hassan, Abdalraouf. 2018

机译：基于卷积神经网络和递归神经网络的深度神经语言文本分类模型
6. Convolutional Neural Networks-Based Object Detection Algorithm by Jointing Semantic Segmentation for Images [O] . Baohua Qiang, Ruidong Chen, Mingliang Zhou, 2020

机译：基于卷积神经网络的对象检测算法通过连接图像的语义分割
7. A convolutional neural network based Chinese text detection algorithm via text structure modeling [O] . Ren, Xiaohang, Zhou, Yi, He, Jianhua, 2017

机译：基于卷积神经网络的文本结构建模的中文文本检测算法

Detection of medical text semantic similarity based on convolutional neural network

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