首页> 外文期刊>Biomedical Engineering: Applications, Basis and Communications >ADOPTION OF AN INTEGRATED NEAR FIELD COMMUNICATION AND NATURAL LANGUAGE PROCESSING SYSTEM TOWARD IMPROVEMENT OF TELEHEALTH SOLUTIONS
【24h】

ADOPTION OF AN INTEGRATED NEAR FIELD COMMUNICATION AND NATURAL LANGUAGE PROCESSING SYSTEM TOWARD IMPROVEMENT OF TELEHEALTH SOLUTIONS

机译:采用集成的近场通信和自然语言处理系统改进远程医疗解决方案

获取原文
获取原文并翻译 | 示例
获取外文期刊封面目录资料

摘要

Telehealth is the usage of digital medical data and telecommunication technologies to aid long-distance clinical healthcare. Proper maintenance of a patient's medical record has been a hindrance toward the growth of Telehealth services. The patient's data, particularly emergency data, must be available to medical personnel within a short time frame and independent of potential interruption of network connections. In this paper, we propose a Near Field Communication (NFC) wristband that provides access to the medical details, history and contact details of a patient. By this, the doctor or the paramedical officer can provide the patient with the best treatment within a short period of time. This system comes in handy even if the patient is unconscious/unable to answer. The doctor or the paramedical officer can quickly draft a patient's report and send it to the hospital. The proposed framework consists of the following four stages: (i) obtaining emergency medical data with the help of NFC chips, (ii) converting medical report into digital text using Optical Character Recognition (OCR), (iii) structuring the narrative medical text into organized data using NLP and (iv) comparative analysis of the selected content. An image database with 1200 medical case histories has been utilized for the algorithm development and validation. The OCR algorithms for converting images to text produced more than 98% on average and NLP algorithm produced around 94.1% accuracy. Overall, the performance of the system from NFC reader till analysis of the specific field is more than 95%. The developed OCR and NLP integrated software helps the doctor or the health officer to immediately convert it into text format and the unstructured text is quickly organized into the respective fields.
机译:远程医疗是数字医疗数据和电信技术的使用,以帮助长途临床医疗保健。适当的维护患者的病历是对远程健康服务的增长的障碍。患者的数据,特别是紧急数据,必须在短时间内使用医务人员,并且独立于网络连接的潜在中断。在本文中,我们提出了近场通信(NFC)腕带,可提供对患者的医疗细节,历史和联系方式的访问。由此,医生或护理人员可以在短时间内提供最佳治疗患者。即使患者无意识/无法回答,该系统也有用。医生或护理人员可以迅速起草患者的报告并将其发送给医院。所提出的框架由以下四个阶段组成:(i)在NFC芯片的帮助下获取紧急医疗数据,(ii)使用光学字符识别(OCR),(iii)构建叙述医疗文本的数字文本将医学报告转换为数字文本使用NLP和(iv)对所选内容的比较分析组织数据。已经利用了具有1200个医疗案例历史记录的图像数据库,用于算法开发和验证。用于将图像转换为文本的OCR算法在平均和NLP算法上产生超过98%,精度约为94.1%。总体而言,系统从NFC读取器的性能直至特定领域的分析超过95%。开发的OCR和NLP集成软件有助于医生或卫生官员立即将其转换为文本格式,并将非结构化文本快速组织到相应的字段中。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号