Cargando…
Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data
This paper investigates chronic diseases in the older population in the Chinese province of Henan and analyzes the rehabilitation needs and the current supply of related services in different levels of medical and elderly care institutions. We explore the fundamental causes for the diversified needs...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8110381/ https://www.ncbi.nlm.nih.gov/pubmed/34007431 http://dx.doi.org/10.1155/2021/9920421 |
_version_ | 1783690290503090176 |
---|---|
author | Zhang, Xuelei Wang, Xiaofeng |
author_facet | Zhang, Xuelei Wang, Xiaofeng |
author_sort | Zhang, Xuelei |
collection | PubMed |
description | This paper investigates chronic diseases in the older population in the Chinese province of Henan and analyzes the rehabilitation needs and the current supply of related services in different levels of medical and elderly care institutions. We explore the fundamental causes for the diversified needs and insufficient supply of chronic disease patients in professional medical services and daily care. Using big data and deep learning (DL) in the sports domain, we propose a novel and intelligent prediction system for chronic diseases. Our model explores effective sinking methods of high-quality medical resources, training and guidance practices, assistance and guidance measures, and the ability to improve the grassroots services so that more chronically ill populations can stay in the community family as long as possible. In such an environment, they can receive cheap, safe, and suitable services. It can also lead to further improvement in constructing the government's regional medical rehabilitation care service system and can formulate long-term care relevant compensation policies. |
format | Online Article Text |
id | pubmed-8110381 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-81103812021-05-17 Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data Zhang, Xuelei Wang, Xiaofeng J Healthc Eng Research Article This paper investigates chronic diseases in the older population in the Chinese province of Henan and analyzes the rehabilitation needs and the current supply of related services in different levels of medical and elderly care institutions. We explore the fundamental causes for the diversified needs and insufficient supply of chronic disease patients in professional medical services and daily care. Using big data and deep learning (DL) in the sports domain, we propose a novel and intelligent prediction system for chronic diseases. Our model explores effective sinking methods of high-quality medical resources, training and guidance practices, assistance and guidance measures, and the ability to improve the grassroots services so that more chronically ill populations can stay in the community family as long as possible. In such an environment, they can receive cheap, safe, and suitable services. It can also lead to further improvement in constructing the government's regional medical rehabilitation care service system and can formulate long-term care relevant compensation policies. Hindawi 2021-04-30 /pmc/articles/PMC8110381/ /pubmed/34007431 http://dx.doi.org/10.1155/2021/9920421 Text en Copyright © 2021 Xuelei Zhang and Xiaofeng Wang. 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 Zhang, Xuelei Wang, Xiaofeng Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data |
title | Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data |
title_full | Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data |
title_fullStr | Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data |
title_full_unstemmed | Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data |
title_short | Intelligent Prediction and Optimization Algorithm for Chronic Disease Rehabilitation in Sports Using Big Data |
title_sort | intelligent prediction and optimization algorithm for chronic disease rehabilitation in sports using big data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8110381/ https://www.ncbi.nlm.nih.gov/pubmed/34007431 http://dx.doi.org/10.1155/2021/9920421 |
work_keys_str_mv | AT zhangxuelei intelligentpredictionandoptimizationalgorithmforchronicdiseaserehabilitationinsportsusingbigdata AT wangxiaofeng intelligentpredictionandoptimizationalgorithmforchronicdiseaserehabilitationinsportsusingbigdata |