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Meteorological and social conditions contribute to infectious diarrhea in China
Infectious diarrhea in China showed a significant pattern. Many researchers have tried to reveal the drivers, yet usually only meteorological factors were taken into consideration. Furthermore, the diarrheal data they analyzed were incomplete and the algorithms they exploited were inefficient of ada...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8642416/ https://www.ncbi.nlm.nih.gov/pubmed/34862400 http://dx.doi.org/10.1038/s41598-021-00932-0 |
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author | Yang, Xiang Xiong, Weifeng Huang, Tianyao He, Juan |
author_facet | Yang, Xiang Xiong, Weifeng Huang, Tianyao He, Juan |
author_sort | Yang, Xiang |
collection | PubMed |
description | Infectious diarrhea in China showed a significant pattern. Many researchers have tried to reveal the drivers, yet usually only meteorological factors were taken into consideration. Furthermore, the diarrheal data they analyzed were incomplete and the algorithms they exploited were inefficient of adapting realistic relationships. Here, we investigate the impacts of meteorological and social factors on the number of infectious diarrhea cases in China. A machine learning algorithm called the Random Forest is utilized. Our results demonstrate that nearly half of infectious diarrhea occurred among children under 5 years old. Generally speaking, increasing temperature or relative humidity leads to increased cases of infectious diarrhea in China. Nevertheless, people from different age groups or different regions own different sensitivities to meteorological factors. The weight of feces that are harmfully treated could be a possible reason for infectious diarrhea of the elderly as well as children under 5 years old. These findings indicate that infectious diarrhea prevention for children under 5 years old remains a primary task in China. Personalized prevention countermeasures ought to be provided to different age groups and different regions. It is essential to bring the weight of feces that are harmfully treated to the forefront when considering infectious diarrhea prevention. |
format | Online Article Text |
id | pubmed-8642416 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-86424162021-12-06 Meteorological and social conditions contribute to infectious diarrhea in China Yang, Xiang Xiong, Weifeng Huang, Tianyao He, Juan Sci Rep Article Infectious diarrhea in China showed a significant pattern. Many researchers have tried to reveal the drivers, yet usually only meteorological factors were taken into consideration. Furthermore, the diarrheal data they analyzed were incomplete and the algorithms they exploited were inefficient of adapting realistic relationships. Here, we investigate the impacts of meteorological and social factors on the number of infectious diarrhea cases in China. A machine learning algorithm called the Random Forest is utilized. Our results demonstrate that nearly half of infectious diarrhea occurred among children under 5 years old. Generally speaking, increasing temperature or relative humidity leads to increased cases of infectious diarrhea in China. Nevertheless, people from different age groups or different regions own different sensitivities to meteorological factors. The weight of feces that are harmfully treated could be a possible reason for infectious diarrhea of the elderly as well as children under 5 years old. These findings indicate that infectious diarrhea prevention for children under 5 years old remains a primary task in China. Personalized prevention countermeasures ought to be provided to different age groups and different regions. It is essential to bring the weight of feces that are harmfully treated to the forefront when considering infectious diarrhea prevention. Nature Publishing Group UK 2021-12-03 /pmc/articles/PMC8642416/ /pubmed/34862400 http://dx.doi.org/10.1038/s41598-021-00932-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Yang, Xiang Xiong, Weifeng Huang, Tianyao He, Juan Meteorological and social conditions contribute to infectious diarrhea in China |
title | Meteorological and social conditions contribute to infectious diarrhea in China |
title_full | Meteorological and social conditions contribute to infectious diarrhea in China |
title_fullStr | Meteorological and social conditions contribute to infectious diarrhea in China |
title_full_unstemmed | Meteorological and social conditions contribute to infectious diarrhea in China |
title_short | Meteorological and social conditions contribute to infectious diarrhea in China |
title_sort | meteorological and social conditions contribute to infectious diarrhea in china |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8642416/ https://www.ncbi.nlm.nih.gov/pubmed/34862400 http://dx.doi.org/10.1038/s41598-021-00932-0 |
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