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Intelligent Disease Prediagnosis Only Based on Symptoms

People often concern the relationships between symptoms and diseases when seeking medical advices. In this paper, medical data are divided into three copies, records related to main disease categories, records related to subclass disease types, and records of specific diseases firstly; then two dise...

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Detalles Bibliográficos
Autores principales: Luo, Fangfang, Luo, Xu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8352683/
https://www.ncbi.nlm.nih.gov/pubmed/34381587
http://dx.doi.org/10.1155/2021/9963576
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author Luo, Fangfang
Luo, Xu
author_facet Luo, Fangfang
Luo, Xu
author_sort Luo, Fangfang
collection PubMed
description People often concern the relationships between symptoms and diseases when seeking medical advices. In this paper, medical data are divided into three copies, records related to main disease categories, records related to subclass disease types, and records of specific diseases firstly; then two disease recognition methods only based on symptoms for the main disease category identification, subclass disease type identification, and specific disease identification are given. In the methods, a neural network and a support vector machine (SVM) algorithms are adopted, respectively. In the method validation part, accuracy of the two diagnosis methods is tested and compared. Results show that automatic disease prediction only based on symptoms is possible for intelligent medical triage and common disease diagnosis.
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spelling pubmed-83526832021-08-10 Intelligent Disease Prediagnosis Only Based on Symptoms Luo, Fangfang Luo, Xu J Healthc Eng Research Article People often concern the relationships between symptoms and diseases when seeking medical advices. In this paper, medical data are divided into three copies, records related to main disease categories, records related to subclass disease types, and records of specific diseases firstly; then two disease recognition methods only based on symptoms for the main disease category identification, subclass disease type identification, and specific disease identification are given. In the methods, a neural network and a support vector machine (SVM) algorithms are adopted, respectively. In the method validation part, accuracy of the two diagnosis methods is tested and compared. Results show that automatic disease prediction only based on symptoms is possible for intelligent medical triage and common disease diagnosis. Hindawi 2021-07-31 /pmc/articles/PMC8352683/ /pubmed/34381587 http://dx.doi.org/10.1155/2021/9963576 Text en Copyright © 2021 Fangfang Luo and Xu Luo. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Luo, Fangfang
Luo, Xu
Intelligent Disease Prediagnosis Only Based on Symptoms
title Intelligent Disease Prediagnosis Only Based on Symptoms
title_full Intelligent Disease Prediagnosis Only Based on Symptoms
title_fullStr Intelligent Disease Prediagnosis Only Based on Symptoms
title_full_unstemmed Intelligent Disease Prediagnosis Only Based on Symptoms
title_short Intelligent Disease Prediagnosis Only Based on Symptoms
title_sort intelligent disease prediagnosis only based on symptoms
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8352683/
https://www.ncbi.nlm.nih.gov/pubmed/34381587
http://dx.doi.org/10.1155/2021/9963576
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