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Public Perception on Healthcare Services: Evidence from Social Media Platforms in China
Social media has been used as data resource in a growing number of health-related research. The objectives of this study were to identify content volume and sentiment polarity of social media records relevant to healthcare services in China. A list of the key words of healthcare services were used t...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6479867/ https://www.ncbi.nlm.nih.gov/pubmed/30974729 http://dx.doi.org/10.3390/ijerph16071273 |
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author | Hu, Guangyu Han, Xueyan Zhou, Huixuan Liu, Yuanli |
author_facet | Hu, Guangyu Han, Xueyan Zhou, Huixuan Liu, Yuanli |
author_sort | Hu, Guangyu |
collection | PubMed |
description | Social media has been used as data resource in a growing number of health-related research. The objectives of this study were to identify content volume and sentiment polarity of social media records relevant to healthcare services in China. A list of the key words of healthcare services were used to extract data from WeChat and Qzone, between June 2017 and September 2017. The data were put into a corpus, where content analyses were performed using Tencent natural language processing (NLP). The final corpus contained approximately 29 million records. Records on patient safety were the most frequently mentioned topic (approximately 8.73 million, 30.1% of the corpus), with the contents on humanistic care having received the least social media references (0.43 Million, 1.5%). Sentiment analyses showed 36.1%, 16.4%, and 47.4% of positive, neutral, and negative emotions, respectively. The doctor-patient relationship category had the highest proportion of negative contents (74.9%), followed by service efficiency (59.5%), and nursing service (53.0%). Neutral disposition was found to be the highest (30.4%) in the contents on appointment-booking services. This study added evidence to the magnitude and direction of public perceptions on healthcare services in China’s hospital and pointed to the possibility of monitoring healthcare service improvement, using readily available data in social media. |
format | Online Article Text |
id | pubmed-6479867 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-64798672019-04-29 Public Perception on Healthcare Services: Evidence from Social Media Platforms in China Hu, Guangyu Han, Xueyan Zhou, Huixuan Liu, Yuanli Int J Environ Res Public Health Article Social media has been used as data resource in a growing number of health-related research. The objectives of this study were to identify content volume and sentiment polarity of social media records relevant to healthcare services in China. A list of the key words of healthcare services were used to extract data from WeChat and Qzone, between June 2017 and September 2017. The data were put into a corpus, where content analyses were performed using Tencent natural language processing (NLP). The final corpus contained approximately 29 million records. Records on patient safety were the most frequently mentioned topic (approximately 8.73 million, 30.1% of the corpus), with the contents on humanistic care having received the least social media references (0.43 Million, 1.5%). Sentiment analyses showed 36.1%, 16.4%, and 47.4% of positive, neutral, and negative emotions, respectively. The doctor-patient relationship category had the highest proportion of negative contents (74.9%), followed by service efficiency (59.5%), and nursing service (53.0%). Neutral disposition was found to be the highest (30.4%) in the contents on appointment-booking services. This study added evidence to the magnitude and direction of public perceptions on healthcare services in China’s hospital and pointed to the possibility of monitoring healthcare service improvement, using readily available data in social media. MDPI 2019-04-10 2019-04 /pmc/articles/PMC6479867/ /pubmed/30974729 http://dx.doi.org/10.3390/ijerph16071273 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Hu, Guangyu Han, Xueyan Zhou, Huixuan Liu, Yuanli Public Perception on Healthcare Services: Evidence from Social Media Platforms in China |
title | Public Perception on Healthcare Services: Evidence from Social Media Platforms in China |
title_full | Public Perception on Healthcare Services: Evidence from Social Media Platforms in China |
title_fullStr | Public Perception on Healthcare Services: Evidence from Social Media Platforms in China |
title_full_unstemmed | Public Perception on Healthcare Services: Evidence from Social Media Platforms in China |
title_short | Public Perception on Healthcare Services: Evidence from Social Media Platforms in China |
title_sort | public perception on healthcare services: evidence from social media platforms in china |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6479867/ https://www.ncbi.nlm.nih.gov/pubmed/30974729 http://dx.doi.org/10.3390/ijerph16071273 |
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