两种社交媒体平台对远程医疗讨论的比较:社交倾听分析

Catherine C Shoults, Leah Dawson, Corey Hayes, Hari Eswaran
{"title":"两种社交媒体平台对远程医疗讨论的比较:社交倾听分析","authors":"Catherine C Shoults,&nbsp;Leah Dawson,&nbsp;Corey Hayes,&nbsp;Hari Eswaran","doi":"10.1089/tmr.2023.0008","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Social media is used as a source of information and platform to discuss health care; however, there is little research on discussion of telehealth in social media. Past research has looked at individual platforms, but a comparison of discussion on two platforms (Reddit and Twitter) has not been performed. Understanding telehealth-related social media discourse and the differences between platforms may provide insights into how telehealth is characterized online and which platforms provide patient perspectives. The COVID-19 pandemic provides a unique case study to examine how social media users approached both Reddit and Twitter during an international health crisis. This study used natural language processing tools and two social media platforms to (1) characterize and contrast each platform's telehealth-related posts according to themes and (2) assess the frequency of telehealth and telehealth-related terms posts before and during the onset of the COVID-19 pandemic.</p><p><strong>Methods: </strong>We collected 6 years (2016 through 2021) of social media posts from Twitter and Reddit. The themes of the corpus were extracted using hashtags, subreddits, and Latent Dirichlet Allocation (LDA) and were analyzed using descriptive statistics.</p><p><strong>Results: </strong>Both Twitter and Reddit showed exponential growth in the use of the term \"telehealth\" and telehealth-related terms in early 2020. The use of telehealth-related terms and discussion of COVID-19 coincided in both social media sites; however, other themes were discussed, including how to use telehealth. Reddit LDA clusters showed greatest usage of \"telehealth\" when associated with using or suggesting telehealth for receiving therapy, counseling, or psychoanalysis while Twitter focused on sharing telehealth news, products, and services.</p><p><strong>Discussion: </strong>Twitter and Reddit had extensive growth in the use of telehealth-related terms after the COVID-19 pandemic. Twitter and Reddit showed themes connecting COVID-19 to telehealth, especially in reference to services, therapy, and counseling, however, Reddit had more discussion suggesting use of telehealth services or requesting peer insights into how to use telehealth as compared with Twitter, which appeared more focused on telehealth as a business or product.</p>","PeriodicalId":22295,"journal":{"name":"Telemedicine reports","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10457608/pdf/","citationCount":"1","resultStr":"{\"title\":\"Comparing the Discussion of Telehealth in Two Social Media Platforms: Social Listening Analysis.\",\"authors\":\"Catherine C Shoults,&nbsp;Leah Dawson,&nbsp;Corey Hayes,&nbsp;Hari Eswaran\",\"doi\":\"10.1089/tmr.2023.0008\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Social media is used as a source of information and platform to discuss health care; however, there is little research on discussion of telehealth in social media. Past research has looked at individual platforms, but a comparison of discussion on two platforms (Reddit and Twitter) has not been performed. Understanding telehealth-related social media discourse and the differences between platforms may provide insights into how telehealth is characterized online and which platforms provide patient perspectives. The COVID-19 pandemic provides a unique case study to examine how social media users approached both Reddit and Twitter during an international health crisis. This study used natural language processing tools and two social media platforms to (1) characterize and contrast each platform's telehealth-related posts according to themes and (2) assess the frequency of telehealth and telehealth-related terms posts before and during the onset of the COVID-19 pandemic.</p><p><strong>Methods: </strong>We collected 6 years (2016 through 2021) of social media posts from Twitter and Reddit. The themes of the corpus were extracted using hashtags, subreddits, and Latent Dirichlet Allocation (LDA) and were analyzed using descriptive statistics.</p><p><strong>Results: </strong>Both Twitter and Reddit showed exponential growth in the use of the term \\\"telehealth\\\" and telehealth-related terms in early 2020. The use of telehealth-related terms and discussion of COVID-19 coincided in both social media sites; however, other themes were discussed, including how to use telehealth. Reddit LDA clusters showed greatest usage of \\\"telehealth\\\" when associated with using or suggesting telehealth for receiving therapy, counseling, or psychoanalysis while Twitter focused on sharing telehealth news, products, and services.</p><p><strong>Discussion: </strong>Twitter and Reddit had extensive growth in the use of telehealth-related terms after the COVID-19 pandemic. Twitter and Reddit showed themes connecting COVID-19 to telehealth, especially in reference to services, therapy, and counseling, however, Reddit had more discussion suggesting use of telehealth services or requesting peer insights into how to use telehealth as compared with Twitter, which appeared more focused on telehealth as a business or product.</p>\",\"PeriodicalId\":22295,\"journal\":{\"name\":\"Telemedicine reports\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10457608/pdf/\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Telemedicine reports\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1089/tmr.2023.0008\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Telemedicine reports","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1089/tmr.2023.0008","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

背景:社交媒体被用作讨论卫生保健的信息来源和平台;然而,在社交媒体上讨论远程医疗的研究很少。过去的研究着眼于单个平台,但没有对两个平台(Reddit和Twitter)上的讨论进行比较。了解与远程健康相关的社交媒体话语和平台之间的差异,可能有助于了解在线远程保健的特点以及哪些平台提供了患者的观点。COVID-19大流行提供了一个独特的案例研究,可以研究社交媒体用户在国际卫生危机期间如何接触Reddit和Twitter。本研究使用自然语言处理工具和两个社交媒体平台(1)根据主题对每个平台的远程医疗帖子进行表征和对比,(2)评估在COVID-19大流行爆发之前和期间远程医疗和远程健康相关术语帖子的频率。方法:我们收集了Twitter和Reddit上6年(2016年至2021年)的社交媒体帖子。使用hashtag、subreddits和Latent Dirichlet Allocation (LDA)提取语料库的主题,并使用描述性统计进行分析。结果:2020年初,Twitter和Reddit的“远程医疗”和远程健康相关术语的使用都呈指数级增长。在这两个社交媒体网站上,远程健康相关术语的使用和对COVID-19的讨论是一致的;不过,也讨论了其他主题,包括如何使用远程保健。Reddit LDA集群显示,当使用或建议远程医疗接受治疗、咨询或精神分析时,“远程医疗”的使用率最高,而Twitter则专注于共享远程医疗新闻、产品和服务。讨论:在2019冠状病毒病大流行之后,Twitter和Reddit上远程健康相关术语的使用大幅增加。Twitter和Reddit展示了将COVID-19与远程医疗联系起来的主题,特别是在服务、治疗和咨询方面,然而,与Twitter相比,Reddit有更多的讨论建议使用远程医疗服务或要求同行了解如何使用远程医疗,而Twitter似乎更关注远程医疗作为一种业务或产品。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Comparing the Discussion of Telehealth in Two Social Media Platforms: Social Listening Analysis.

Comparing the Discussion of Telehealth in Two Social Media Platforms: Social Listening Analysis.

Comparing the Discussion of Telehealth in Two Social Media Platforms: Social Listening Analysis.

Comparing the Discussion of Telehealth in Two Social Media Platforms: Social Listening Analysis.

Background: Social media is used as a source of information and platform to discuss health care; however, there is little research on discussion of telehealth in social media. Past research has looked at individual platforms, but a comparison of discussion on two platforms (Reddit and Twitter) has not been performed. Understanding telehealth-related social media discourse and the differences between platforms may provide insights into how telehealth is characterized online and which platforms provide patient perspectives. The COVID-19 pandemic provides a unique case study to examine how social media users approached both Reddit and Twitter during an international health crisis. This study used natural language processing tools and two social media platforms to (1) characterize and contrast each platform's telehealth-related posts according to themes and (2) assess the frequency of telehealth and telehealth-related terms posts before and during the onset of the COVID-19 pandemic.

Methods: We collected 6 years (2016 through 2021) of social media posts from Twitter and Reddit. The themes of the corpus were extracted using hashtags, subreddits, and Latent Dirichlet Allocation (LDA) and were analyzed using descriptive statistics.

Results: Both Twitter and Reddit showed exponential growth in the use of the term "telehealth" and telehealth-related terms in early 2020. The use of telehealth-related terms and discussion of COVID-19 coincided in both social media sites; however, other themes were discussed, including how to use telehealth. Reddit LDA clusters showed greatest usage of "telehealth" when associated with using or suggesting telehealth for receiving therapy, counseling, or psychoanalysis while Twitter focused on sharing telehealth news, products, and services.

Discussion: Twitter and Reddit had extensive growth in the use of telehealth-related terms after the COVID-19 pandemic. Twitter and Reddit showed themes connecting COVID-19 to telehealth, especially in reference to services, therapy, and counseling, however, Reddit had more discussion suggesting use of telehealth services or requesting peer insights into how to use telehealth as compared with Twitter, which appeared more focused on telehealth as a business or product.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信