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Exploring public attitudes toward live-streaming fitness in China: A sentiment and content analysis of China's social media Weibo
OBJECTIVES: Live-streaming fitness is perceived by the Chinese government as an invaluable means to reduce the prevalence of physical inactivity amid the COVID-19 pandemic. This study aims to investigate the public altitudes of the Chinese people toward live-streaming fitness and provide future heal...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9669485/ https://www.ncbi.nlm.nih.gov/pubmed/36408048 http://dx.doi.org/10.3389/fpubh.2022.1027694 |
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author | Tian, Rui Yin, Ruheng Gan, Feng |
author_facet | Tian, Rui Yin, Ruheng Gan, Feng |
author_sort | Tian, Rui |
collection | PubMed |
description | OBJECTIVES: Live-streaming fitness is perceived by the Chinese government as an invaluable means to reduce the prevalence of physical inactivity amid the COVID-19 pandemic. This study aims to investigate the public altitudes of the Chinese people toward live-streaming fitness and provide future health communication strategies on the public promotion of live-streaming fitness accordingly. METHODS: This study collected live-streaming fitness-related microblog posts from July 2021 to June 2022 in Weibo, the Chinese equivalent to Twitter. We used the BiLSTM-CNN model to carry out the sentiment analysis, and the structured topic modeling (STM) method to conduct content analysis. RESULTS: This study extracted 114,397 live-streaming fitness-related Weibo posts. Over 80% of the Weibo posts were positive during the period of the study, and over 85% were positive in half of the period. This study finds 8 topics through content analysis, which are fitness during quarantine; cost reduction; online community; celebrity effect; Industry; fitness injuries; live commerce and Zero Covid strategy. CONCLUSIONS: It is discovered that the public attitudes toward live-streaming fitness were largely positive. Topics related to celebrity effect (5–11%), fitness injuries (8–16%), live commerce (5–9%) and Zero Covid strategy (16–26%) showed upward trends in negative views of the Chinese people. Specific health communication strategy suggestions are given to target each of the negative topics. |
format | Online Article Text |
id | pubmed-9669485 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96694852022-11-18 Exploring public attitudes toward live-streaming fitness in China: A sentiment and content analysis of China's social media Weibo Tian, Rui Yin, Ruheng Gan, Feng Front Public Health Public Health OBJECTIVES: Live-streaming fitness is perceived by the Chinese government as an invaluable means to reduce the prevalence of physical inactivity amid the COVID-19 pandemic. This study aims to investigate the public altitudes of the Chinese people toward live-streaming fitness and provide future health communication strategies on the public promotion of live-streaming fitness accordingly. METHODS: This study collected live-streaming fitness-related microblog posts from July 2021 to June 2022 in Weibo, the Chinese equivalent to Twitter. We used the BiLSTM-CNN model to carry out the sentiment analysis, and the structured topic modeling (STM) method to conduct content analysis. RESULTS: This study extracted 114,397 live-streaming fitness-related Weibo posts. Over 80% of the Weibo posts were positive during the period of the study, and over 85% were positive in half of the period. This study finds 8 topics through content analysis, which are fitness during quarantine; cost reduction; online community; celebrity effect; Industry; fitness injuries; live commerce and Zero Covid strategy. CONCLUSIONS: It is discovered that the public attitudes toward live-streaming fitness were largely positive. Topics related to celebrity effect (5–11%), fitness injuries (8–16%), live commerce (5–9%) and Zero Covid strategy (16–26%) showed upward trends in negative views of the Chinese people. Specific health communication strategy suggestions are given to target each of the negative topics. Frontiers Media S.A. 2022-11-03 /pmc/articles/PMC9669485/ /pubmed/36408048 http://dx.doi.org/10.3389/fpubh.2022.1027694 Text en Copyright © 2022 Tian, Yin and Gan. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Tian, Rui Yin, Ruheng Gan, Feng Exploring public attitudes toward live-streaming fitness in China: A sentiment and content analysis of China's social media Weibo |
title | Exploring public attitudes toward live-streaming fitness in China: A sentiment and content analysis of China's social media Weibo |
title_full | Exploring public attitudes toward live-streaming fitness in China: A sentiment and content analysis of China's social media Weibo |
title_fullStr | Exploring public attitudes toward live-streaming fitness in China: A sentiment and content analysis of China's social media Weibo |
title_full_unstemmed | Exploring public attitudes toward live-streaming fitness in China: A sentiment and content analysis of China's social media Weibo |
title_short | Exploring public attitudes toward live-streaming fitness in China: A sentiment and content analysis of China's social media Weibo |
title_sort | exploring public attitudes toward live-streaming fitness in china: a sentiment and content analysis of china's social media weibo |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9669485/ https://www.ncbi.nlm.nih.gov/pubmed/36408048 http://dx.doi.org/10.3389/fpubh.2022.1027694 |
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