Sukunesan Suku, Huynh Minh, Sharp Gemma
Information Systems Deptartment, Swinburne University of Technology, Hawthorn, Australia.
Department of Dietetics, La Trobe University, Melbourne, Australia.
JMIR Ment Health. 2021 Jul 9;8(7):e24340. doi: 10.2196/24340.
There is increasing concern around communities that promote eating disorders (Pro-ED) on social media sites through messages and images that encourage dangerous weight control behaviors. These communities share group identity formed through interactions between members and can involve the exchange of "tips," restrictive dieting plans, extreme exercise plans, and motivating imagery of thin bodies. Unlike Instagram, Facebook, or Tumblr, the absence of adequate policy to moderate Pro-ED content on Twitter presents a unique space for the Pro-ED community to freely communicate. While recent research has identified terms, themes, and common lexicon used within the Pro-ED online community, very few have been longitudinal. It is important to focus upon the engagement of Pro-ED online communities over time to further understand how members interact and stay connected, which is currently lacking.
The purpose of this study was to explore beyond the common messages of Pro-ED on Twitter to understand how Pro-ED communities get traction over time by using the hashtag considered to symbolize the Pro-ED movement, #proana. Our focus was to collect longitudinal data to gain a further understanding of the engagement of Pro-ED communities on Twitter.
Descriptive statistics were used to identify the preferred tweeting style of Twitter users (either as mentioning another user in a tweet or without) as well as their most frequently used hashtag, in addition to #proana. A series of Mann Whitney U tests were then conducted to compare preferred posting style across number of followed, followers, tweets, and favorites. This was followed by linear models using a forward step-wise approach that were applied for Pro-ED Twitter users to examine the factors associated with their number of followers.
This study reviewed 11,620 Pro-ED Twitter accounts that posted using the hashtag #proana between September 2015 and July 2018. These profiles then underwent a 2-step screening of inclusion and exclusion criteria to reach the final sample of 967 profiles. Over 90% (10,484/11,620) of the profiles were found to have less than 6 tweets within the 34-month period. Most of the users were identified as preferring a mentioning style of tweeting (718/967, 74.3%) over not mentioning (248/967, 25.7%). Further, #proana and #thinspo were used interchangeably to propagate shared themes, and there was a reciprocal effect between followers and the followed.
Our analysis showed that the number of accounts followed and number of Pro-ED tweets posted were significant predictors for the number of followers a user has, compared to likes. Our results could potentially be useful to social media platforms to understand which features could help or otherwise curtail the spread of ED messages and activity. Our findings also show that Pro-ED communities are transient in nature, engaging in superficial discussion threads but resilient, emulating cybersectarian behavior.
社交媒体上通过鼓励危险体重控制行为的信息和图片来宣扬饮食失调的群体(Pro-ED)日益引发社会关注。这些群体通过成员间的互动形成群体身份认同,可能涉及“小贴士”的交流、限制性节食计划、极端锻炼计划以及瘦身材的激励性图片。与照片墙(Instagram)、脸书(Facebook)或汤博乐(Tumblr)不同,推特(Twitter)缺乏适当的政策来管理Pro-ED相关内容,这为Pro-ED群体提供了一个自由交流的独特空间。虽然近期研究已确定Pro-ED在线群体使用的术语、主题和常用词汇,但很少有纵向研究。随着时间推移关注Pro-ED在线群体的参与情况,对于进一步了解成员如何互动及保持联系至关重要,而目前这方面研究尚缺。
本研究旨在探究推特上Pro-ED常见信息之外的内容,通过使用被视为象征Pro-ED运动的标签#proana,了解Pro-ED群体如何随着时间获得关注。我们的重点是收集纵向数据,以进一步了解Pro-ED群体在推特上的参与情况。
除#proana外,使用描述性统计来确定推特用户偏好的推文风格(即在推文中提及其他用户或不提及)以及他们最常用的标签。然后进行一系列曼-惠特尼U检验,以比较不同关注数、粉丝数、推文数和收藏数下的偏好发布风格。随后,对Pro-ED推特用户应用向前逐步法的线性模型,以检验与他们粉丝数相关的因素。
本研究回顾了2015年9月至2018年7月期间使用标签#proana发布推文的11620个Pro-ED推特账号。这些账号随后经过两步筛选标准,最终得到967个账号的样本。超过90%(10484/11620)的账号在34个月内发布的推文少于6条。大多数用户被确定更喜欢在推文中提及其他用户的风格(718/967,74.3%),而非不提及其他用户的风格(248/967,25.7%)。此外,#proana和#thinspo可互换使用以传播共同主题,粉丝和被关注者之间存在相互影响。
我们的分析表明,与点赞相比,关注的账号数量和发布的Pro-ED推文数量是用户粉丝数量的重要预测因素。我们的研究结果可能有助于社交媒体平台了解哪些功能有助于或抑制饮食失调信息和活动的传播。我们的研究结果还表明,Pro-ED群体本质上是短暂的,参与表面的讨论线程,但具有韧性,模仿网络宗派行为。