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Demographic-Based Content Analysis of Web-Based Health-Related Social Media

BACKGROUND: An increasing number of patients from diverse demographic groups share and search for health-related information on Web-based social media. However, little is known about the content of the posted information with respect to the users’ demographics. OBJECTIVE: The aims of this study were...

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Autores principales: Sadah, Shouq A, Shahbazi, Moloud, Wiley, Matthew T, Hristidis, Vagelis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4923586/
https://www.ncbi.nlm.nih.gov/pubmed/27296242
http://dx.doi.org/10.2196/jmir.5327
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author Sadah, Shouq A
Shahbazi, Moloud
Wiley, Matthew T
Hristidis, Vagelis
author_facet Sadah, Shouq A
Shahbazi, Moloud
Wiley, Matthew T
Hristidis, Vagelis
author_sort Sadah, Shouq A
collection PubMed
description BACKGROUND: An increasing number of patients from diverse demographic groups share and search for health-related information on Web-based social media. However, little is known about the content of the posted information with respect to the users’ demographics. OBJECTIVE: The aims of this study were to analyze the content of Web-based health-related social media based on users’ demographics to identify which health topics are discussed in which social media by which demographic groups and to help guide educational and research activities. METHODS: We analyze 3 different types of health-related social media: (1) general Web-based social networks Twitter and Google+; (2) drug review websites; and (3) health Web forums, with a total of about 6 million users and 20 million posts. We analyzed the content of these posts based on the demographic group of their authors, in terms of sentiment and emotion, top distinctive terms, and top medical concepts. RESULTS: The results of this study are: (1) Pregnancy is the dominant topic for female users in drug review websites and health Web forums, whereas for male users, it is cardiac problems, HIV, and back pain, but this is not the case for Twitter; (2) younger users (0-17 years) mainly talk about attention-deficit hyperactivity disorder (ADHD) and depression-related drugs, users aged 35-44 years discuss about multiple sclerosis (MS) drugs, and middle-aged users (45-64 years) talk about alcohol and smoking; (3) users from the Northeast United States talk about physical disorders, whereas users from the West United States talk about mental disorders and addictive behaviors; (4) Users with higher writing level express less anger in their posts. CONCLUSION: We studied the popular topics and the sentiment based on users' demographics in Web-based health-related social media. Our results provide valuable information, which can help create targeted and effective educational campaigns and guide experts to reach the right users on Web-based social chatter.
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spelling pubmed-49235862016-07-11 Demographic-Based Content Analysis of Web-Based Health-Related Social Media Sadah, Shouq A Shahbazi, Moloud Wiley, Matthew T Hristidis, Vagelis J Med Internet Res Original Paper BACKGROUND: An increasing number of patients from diverse demographic groups share and search for health-related information on Web-based social media. However, little is known about the content of the posted information with respect to the users’ demographics. OBJECTIVE: The aims of this study were to analyze the content of Web-based health-related social media based on users’ demographics to identify which health topics are discussed in which social media by which demographic groups and to help guide educational and research activities. METHODS: We analyze 3 different types of health-related social media: (1) general Web-based social networks Twitter and Google+; (2) drug review websites; and (3) health Web forums, with a total of about 6 million users and 20 million posts. We analyzed the content of these posts based on the demographic group of their authors, in terms of sentiment and emotion, top distinctive terms, and top medical concepts. RESULTS: The results of this study are: (1) Pregnancy is the dominant topic for female users in drug review websites and health Web forums, whereas for male users, it is cardiac problems, HIV, and back pain, but this is not the case for Twitter; (2) younger users (0-17 years) mainly talk about attention-deficit hyperactivity disorder (ADHD) and depression-related drugs, users aged 35-44 years discuss about multiple sclerosis (MS) drugs, and middle-aged users (45-64 years) talk about alcohol and smoking; (3) users from the Northeast United States talk about physical disorders, whereas users from the West United States talk about mental disorders and addictive behaviors; (4) Users with higher writing level express less anger in their posts. CONCLUSION: We studied the popular topics and the sentiment based on users' demographics in Web-based health-related social media. Our results provide valuable information, which can help create targeted and effective educational campaigns and guide experts to reach the right users on Web-based social chatter. JMIR Publications 2016-06-13 /pmc/articles/PMC4923586/ /pubmed/27296242 http://dx.doi.org/10.2196/jmir.5327 Text en ©Shouq A Sadah, Moloud Shahbazi, Matthew T Wiley, Vagelis Hristidis. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 13.06.2016. https://creativecommons.org/licenses/by/2.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0/ (https://creativecommons.org/licenses/by/2.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Original Paper
Sadah, Shouq A
Shahbazi, Moloud
Wiley, Matthew T
Hristidis, Vagelis
Demographic-Based Content Analysis of Web-Based Health-Related Social Media
title Demographic-Based Content Analysis of Web-Based Health-Related Social Media
title_full Demographic-Based Content Analysis of Web-Based Health-Related Social Media
title_fullStr Demographic-Based Content Analysis of Web-Based Health-Related Social Media
title_full_unstemmed Demographic-Based Content Analysis of Web-Based Health-Related Social Media
title_short Demographic-Based Content Analysis of Web-Based Health-Related Social Media
title_sort demographic-based content analysis of web-based health-related social media
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4923586/
https://www.ncbi.nlm.nih.gov/pubmed/27296242
http://dx.doi.org/10.2196/jmir.5327
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