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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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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. |
format | Online Article Text |
id | pubmed-8352683 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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