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Construction and Evaluation of Intelligent Medical Diagnosis Model Based on Integrated Deep Neural Network
In recent years, as human life expectancy increases, birth rate decreases and health management concerns; the traditional Healthcare imaging system, with its uneven Healthcare imaging resources, high Healthcare imaging costs, and diagnoses often relying on doctors' clinical experience and equip...
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/PMC8639276/ https://www.ncbi.nlm.nih.gov/pubmed/34868296 http://dx.doi.org/10.1155/2021/7171816 |
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author | Ma, Lina Yang, Tao |
author_facet | Ma, Lina Yang, Tao |
author_sort | Ma, Lina |
collection | PubMed |
description | In recent years, as human life expectancy increases, birth rate decreases and health management concerns; the traditional Healthcare imaging system, with its uneven Healthcare imaging resources, high Healthcare imaging costs, and diagnoses often relying on doctors' clinical experience and equipment level limitations, has affected people's demand for health, so there is a need for a more accurate, convenient, and affordable Healthcare imaging system that allows all people to enjoy fair and quality Healthcare imaging services. This paper discusses the construction and evaluation of an intelligent medical diagnostic model based on integrated deep neural networks, which not only provides a systematic diagnostic analysis of the various symptoms input by the inquirer but also has higher accuracy and efficiency compared with traditional medical diagnostic models. The construction of this model provides a theoretical basis for integrating deep neural networks applied to medical neighborhoods with big data algorithms. |
format | Online Article Text |
id | pubmed-8639276 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-86392762021-12-03 Construction and Evaluation of Intelligent Medical Diagnosis Model Based on Integrated Deep Neural Network Ma, Lina Yang, Tao Comput Intell Neurosci Research Article In recent years, as human life expectancy increases, birth rate decreases and health management concerns; the traditional Healthcare imaging system, with its uneven Healthcare imaging resources, high Healthcare imaging costs, and diagnoses often relying on doctors' clinical experience and equipment level limitations, has affected people's demand for health, so there is a need for a more accurate, convenient, and affordable Healthcare imaging system that allows all people to enjoy fair and quality Healthcare imaging services. This paper discusses the construction and evaluation of an intelligent medical diagnostic model based on integrated deep neural networks, which not only provides a systematic diagnostic analysis of the various symptoms input by the inquirer but also has higher accuracy and efficiency compared with traditional medical diagnostic models. The construction of this model provides a theoretical basis for integrating deep neural networks applied to medical neighborhoods with big data algorithms. Hindawi 2021-11-25 /pmc/articles/PMC8639276/ /pubmed/34868296 http://dx.doi.org/10.1155/2021/7171816 Text en Copyright © 2021 Lina Ma and Tao Yang. 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 Ma, Lina Yang, Tao Construction and Evaluation of Intelligent Medical Diagnosis Model Based on Integrated Deep Neural Network |
title | Construction and Evaluation of Intelligent Medical Diagnosis Model Based on Integrated Deep Neural Network |
title_full | Construction and Evaluation of Intelligent Medical Diagnosis Model Based on Integrated Deep Neural Network |
title_fullStr | Construction and Evaluation of Intelligent Medical Diagnosis Model Based on Integrated Deep Neural Network |
title_full_unstemmed | Construction and Evaluation of Intelligent Medical Diagnosis Model Based on Integrated Deep Neural Network |
title_short | Construction and Evaluation of Intelligent Medical Diagnosis Model Based on Integrated Deep Neural Network |
title_sort | construction and evaluation of intelligent medical diagnosis model based on integrated deep neural network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8639276/ https://www.ncbi.nlm.nih.gov/pubmed/34868296 http://dx.doi.org/10.1155/2021/7171816 |
work_keys_str_mv | AT malina constructionandevaluationofintelligentmedicaldiagnosismodelbasedonintegrateddeepneuralnetwork AT yangtao constructionandevaluationofintelligentmedicaldiagnosismodelbasedonintegrateddeepneuralnetwork |