Health Consultant Bot: Primary Health Care Monitoring Chatbot for Disease Prediction

Asad ur Rehman, Madiha Liaqat, Ali Javeed, Farman Hassan
{"title":"Health Consultant Bot: Primary Health Care Monitoring Chatbot for Disease Prediction","authors":"Asad ur Rehman, Madiha Liaqat, Ali Javeed, Farman Hassan","doi":"10.33411/ijist/2022040115","DOIUrl":null,"url":null,"abstract":"This research paper presents a disease prediction chatbot that is intelligent enough to communicate with patients to predict their disease by detecting their symptoms through natural language processing. This system allows the user to describe their medical health condition in natural language, and by processing their natural language-based statement, our system detects the symptoms, predicts the disease, and provides basic precautions as well as a brief introduction about the disease. We have used IBM Watson Assistant to build this system. Watson assistant provides several machine learning algorithms to process user statements and symptoms extraction. In our system, symptoms were mapped by considering the community data which resulted in a predicted disease. Our system provides the relevant information about the predicted disease from the system's database. In an experimental evaluation, we carried out a study having 156 subjects, who interact with the system in a daily use scenario. Results show the effectiveness and accuracy of our system to support the patient in taking good care of their health.","PeriodicalId":243222,"journal":{"name":"Vol 4 Issue 1","volume":"17 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Vol 4 Issue 1","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.33411/ijist/2022040115","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

This research paper presents a disease prediction chatbot that is intelligent enough to communicate with patients to predict their disease by detecting their symptoms through natural language processing. This system allows the user to describe their medical health condition in natural language, and by processing their natural language-based statement, our system detects the symptoms, predicts the disease, and provides basic precautions as well as a brief introduction about the disease. We have used IBM Watson Assistant to build this system. Watson assistant provides several machine learning algorithms to process user statements and symptoms extraction. In our system, symptoms were mapped by considering the community data which resulted in a predicted disease. Our system provides the relevant information about the predicted disease from the system's database. In an experimental evaluation, we carried out a study having 156 subjects, who interact with the system in a daily use scenario. Results show the effectiveness and accuracy of our system to support the patient in taking good care of their health.
健康顾问机器人:疾病预测初级卫生保健监测聊天机器人
本研究提出了一种疾病预测聊天机器人,它具有足够的智能,可以通过自然语言处理来检测患者的症状,从而与患者进行交流,预测他们的疾病。该系统允许用户用自然语言描述自己的医疗健康状况,通过对用户基于自然语言的陈述进行处理,检测症状,预测疾病,并提供基本的预防措施和疾病的简要介绍。我们使用IBM沃森助手来构建这个系统。沃森助手提供了几种机器学习算法来处理用户陈述和症状提取。在我们的系统中,通过考虑导致预测疾病的社区数据来绘制症状。我们的系统从系统的数据库中提供预测疾病的相关信息。在实验评估中,我们开展了一项有156名受试者的研究,他们在日常使用场景中与系统交互。结果显示,我们的系统的有效性和准确性,以支持病人照顾好自己的健康。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信