{"title":"Quantifying Networked Influence: How Much Do Disinformation Spreaders’ Networks Drive Their Public Engagement Outcomes?","authors":"Aimei Yang, Dmitri Williams","doi":"10.1177/20563051241265865","DOIUrl":"https://doi.org/10.1177/20563051241265865","url":null,"abstract":"Although previous studies have recognized the widespread presence of disinformation networks, we know little about the extent to which such networks affect the ability of disinformation spreaders to disseminate falsehoods. In this study, we conceptualize disinformation networks as a form of coordinated strategic communication and apply an innovative algorithm to quantify the networked influence of disinformation spreaders. We found that coordinated networks account for up to 62% of disinformation spreaders’ ability to engage the broader public and 23% of their ability to have their message shared more frequently. These findings suggest that any effective disinformation prevention effort needs to incorporate plans aimed at disrupting networks, rather than solely focusing on notable individuals. In addition, our further analysis reveals that the countries of origin and the type of disinformation spreaders significantly affect their ability to gain networked influence among their peers. Theoretical and practical implications are discussed.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"27 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141862087","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Lindsay A. Lundeen, John R. McCall, Amanda Sams Bradshaw, Erika L. LeBlanc, Lizy Humphrey
{"title":"Digital Catharsis or Harmful Exposure? A Thematic Analysis of Self-Directed Violence Reddit Posts","authors":"Lindsay A. Lundeen, John R. McCall, Amanda Sams Bradshaw, Erika L. LeBlanc, Lizy Humphrey","doi":"10.1177/20563051241263562","DOIUrl":"https://doi.org/10.1177/20563051241263562","url":null,"abstract":"Many feel uncomfortable discussing self-directed violence with individuals in their social circle, often leading to concerned posts on social media. Previous studies address self-harm, suicide, and nonsuicidal self-injury; however, minimal literature combines suicide and nonsuicidal self-injury to explore common themes representing self-directed violence. This study identified themes from suicide and self-harm subreddit communities, with themes common to each subreddit comprising themes of self-directed violence. Using 1,989 Reddit posts from suicide and self-harm communities, we employed an inductive thematic analysis to explore how users discussed self-directed violence within anonymous online communities. Ultimately, the impact of using Reddit for discussion of self-directed violence depends on the individual. We generated six themes, with two from self-harm data (i.e., graphic descriptions of self-harm behavior and continued self-harm to manage emotions), two from suicide data (i.e., support-seeking to replace social connections and triggering moments initiating suicide-related thoughts, plans, and behavior), and two themes embodying self-directed violence (i.e., prevention through creative expression and safety for discussion mainly exists online). Despite attempts to provide help-seeking resources, the use of Reddit for connection and inquiry about coping skills for self-directed violence cessation could increase users’ risk for detrimental mental health impacts from the inclusion of detailed descriptions of self-harm, suicide plans, past attempts, suicide or nonsuicidal self-injury means, and suicide notes left for loved ones. Given the delicate balance of seeking support and increasing exposure to graphic content, it is crucial to discuss the nuances of Reddit exchanges with Reddit users, practitioners, moderators, and developers.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"78 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141764121","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Self-Righteous, Not a Virtuous, Circle: Proposing a New Framework for Studying Media Effects on Knowledge and Political Participation in a Social Media Environment","authors":"Sangwon Lee, Sebastián Valenzuela","doi":"10.1177/20563051241257953","DOIUrl":"https://doi.org/10.1177/20563051241257953","url":null,"abstract":"To explain the participatory effects of news exposure, communication scholars have long relied upon the “virtuous circle” framework of media use and civic participation. That is, news consumption makes people more knowledgeable, and trustful toward institutions and political processes, making them active and responsible citizens, which then leads them to engage in various political activities. In a social media environment, however, the applicability of the “virtuous circle” is increasingly dubious. A mounting body of empirical research indicates that news consumption via social media does not necessarily yield actual information gains. Instead, it often fosters a false perception of being well-informed and politically competent, thereby stimulating political engagement. Furthermore, selective information consumption and interaction within like-minded networks on social media frequently exacerbate animosity toward opposing political factions, which can serve as a catalyst for political involvement. In light of these findings, we propose replacing the “virtuous circle” framework for a “self-righteous” one. In this new model, social media news users develop a heightened sense of confidence in their knowledge, regardless of its accuracy, and consequently become more inclined to engage in politics by reinforcing the perception that the opposing side is inherently wrong and that achieving victory is imperative.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"14 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141165382","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Toward a Datafied Mindset: Conceptualizing Digital Dynamics and Analogue Resilience","authors":"Rita Figueiras, Göran Bolin, Veronika Kalmus","doi":"10.1177/20563051241254369","DOIUrl":"https://doi.org/10.1177/20563051241254369","url":null,"abstract":"This article explores the ways in which what we call the analogue and the datafied mindsets perceive the functioning of the datafied world. Based on a qualitative interview study of two generations of media users in Estonia, Portugal, and Sweden, we present and analyze underlying patterns in participants’ media attitudes and related practices. We show that belonging to a media generation does not always produce a homogeneous mindset or a uniform attitude toward media technologies. These mindsets, being ideal-typical constructs, are not bound to individuals: the same person can display features of the analogue and the datafied mindset in relation to different parts of the datafied world. One mindset does not replace the other but rather adds another layer to the social action of the individuals. The mindsets are multi-dimensional and molded by contrasting understandings, indicating that the tenacious structures of the analogue world linger on in the datafied social space.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"20 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141085210","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Greenfluencing Through the Power of Emotions? Impact of Message Frames and Emotionally Matching Background Music on the Effectiveness of Influencers’ Environmental Communication","authors":"Zoe Olbermann, Fabian Mayer, Holger Schramm","doi":"10.1177/20563051241254381","DOIUrl":"https://doi.org/10.1177/20563051241254381","url":null,"abstract":"Social media influencers have become increasingly important in persuading people to become environmentally sensitive. As “greenfluencers” have been studied primarily in the context of advertising, it is crucial to investigate the mechanisms and effects of their non-product–related environmental messages. In two studies, we tested different message frames, a well-known persuasion strategy, in the context of Instagram reels (short audiovisual videos), where user-added background music is a prominent feature. In a 2 × 2 between-subjects online experiment ( N = 240), we manipulated the message frame (gain vs. loss) and the background music (positive vs. negative emotional valence) and found that loss frames reduced behavioral intention via negative emotions. A second 2 × 2 between-subjects online experiment ( N = 207) replicated these findings with an older sample and provided additional evidence that gain frames should be used in environmental communication. Contrary to our assumptions, we found no effect of the emotional valence of music in either study.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"6 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141074200","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"“There’s Always a Way to Get Around the Guidelines”: Nonsuicidal Self-Injury and Content Moderation on TikTok","authors":"Valerie Lookingbill, Kimanh Le","doi":"10.1177/20563051241254371","DOIUrl":"https://doi.org/10.1177/20563051241254371","url":null,"abstract":"The stigmatized nature of nonsuicidal self-injury may render TikTok, a short-form, video-sharing social media platform, appealing to individuals who engage in this behavior. Since this community faces biased scrutiny based on stigmatization surrounding mental health, nonsuicidal self-injury users may turn to TikTok, which offers a space for users to engage in discussions of nonsuicidal self-injury, exchange social support, experience validation with little fear of stigmatization, and facilitate harm reduction strategies. While TikTok’s Community Guidelines permit users to share personal experiences with mental health topics, TikTok explicitly bans content that shows, promotes, or shares plans for self-harm. As such, TikTok may moderate user-generated content, leading to exclusion and marginalization in this digital space. Through semi-structured interviews with 8 TikTok users and a content analysis of 150 TikTok videos, we explore how users with a history of nonsuicidal self-injury experience TikTok’s algorithm to engage with content on nonsuicidal self-injury. Findings demonstrate that users understand how to circumnavigate TikTok’s algorithm through hashtags, signaling, and algospeak to maintain visibility while also circumnavigating algorithmic detection on the platform. Furthermore, findings emphasize that users actively engage in self-surveillance, self-censorship, and self-policing to create a safe online community of care. Content moderation, however, can ultimately hinder progress toward the destigmatization of nonsuicidal self-injury.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"73 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140961514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Governing the Resilient Self: Influencers’ Digital Affective Labor in Quarantine Vlogs","authors":"Alkım Yalın","doi":"10.1177/20563051241247749","DOIUrl":"https://doi.org/10.1177/20563051241247749","url":null,"abstract":"This article explores quarantine vlogs on YouTube to examine the cultural production of influencers during the early days of the COVID-19 pandemic. By using a grounded theory approach to analyze 9 quarantine vlogs filmed by woman creators along with 480 user comments, this article argues that quarantine vlogs are shaped by influencers’ competing desires of (1) offering care and soothing content to the viewers and (2) instrumentalizing the discontents of the pandemic moment as a neoliberal device to preserve their aspirational self. In quarantine vlogs, influencers interact with their audiences by recognizing the emotional and mental strains of navigating the pandemic or their relative privilege, while they reframe the pandemic experience as an opportunity for productivity and self-growth. Consequently, influencers engage in significant affective labor and self-governance during a global health crisis to establish a resilient persona and maintain their online visibility.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"42 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140895784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"When Monument Battles Go Digital: Russian–Ukrainian Conflicts over Material Heritage on Telegram","authors":"Anastasiya Pshenychnykh, Alena Pfoser, Sabina Mihelj","doi":"10.1177/20563051241242788","DOIUrl":"https://doi.org/10.1177/20563051241242788","url":null,"abstract":"In the context of increasing conflicts over material heritage around the world, this article examines the role digital media play in battles over monuments. The rise of digital media brought significant changes to the cultural dynamics of heritage conflicts, which have not been adequately addressed in existing literature. Bringing together work on monuments, (digital) memory conflicts, and digital activism, we identify three key dimensions of monument battles in which the impact of digital media is most clearly visible: (a) participation, democratization, and deterritorialization; (b) reframing and contestation; and (c) mobilization and the online-offline movement of heritage battles. We illustrate these arguments drawing on a critical discourse analysis of monument battles on the messaging application Telegram in the context of Russia’s full-scale invasion of Ukraine, using a sample of 940 posts from both pro-Ukrainian and pro-Russian channels. We demonstrate that despite potentially providing space for alternative memory interpretations, online memory contestations over heritage contributed to the construction of polarized and mutually exclusive worlds.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"52 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140818100","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Creating “Safe Places” in Social Media: Japanese Youth’s Tactics of Self-Presentation During the COVID-19 Pandemic","authors":"Kyounghwa Yonnie Kim, Kana Ohashi, Larissa Hjorth","doi":"10.1177/20563051241247924","DOIUrl":"https://doi.org/10.1177/20563051241247924","url":null,"abstract":"This article explores the self-presentation strategies of young Japanese people (aged 19–21) on social media during the COVID-19 pandemic, with a specific focus on their creative resistance to social constraints. Drawing from ethnographic investigations conducted with Japanese college students, we delve into the creative practices undertaken by these individuals to carve out “safe places” within the digital sphere amid the prevailing peer pressure in Japanese culture to rigidly adhere to quarantine rules. Our findings illuminate the diverse strategies employed by Japanese youth to not only project a “socially responsible” self-presentation during the pandemic but also strategically navigate the boundaries between public and private spheres while challenging dominant structures on media platforms and societal norms to assert their agency and autonomy through creativity. These tactics ranged from the management of self-expression on social media to overt acts of defiance against societal expectations. By examining individual cases of Japanese youth, we shed light on the nuanced ways in which individuals leverage hyperconnectivity across various social media platforms to manage their identities and challenge societal norms, thus shaping their experiences of the pandemic. This article also contributes to understanding the dynamic interplay between culture, virtual social networks, and individual agency in times of crisis.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"107 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140818110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Amber van der Wal, Patti M. Valkenburg, Irene I. van Driel
{"title":"In Their Own Words: How Adolescents Use Social Media and How It Affects Them","authors":"Amber van der Wal, Patti M. Valkenburg, Irene I. van Driel","doi":"10.1177/20563051241248591","DOIUrl":"https://doi.org/10.1177/20563051241248591","url":null,"abstract":"The aim of this qualitative study was to uncover homogeneity (commonalities between adolescents), heterogeneity (differences between adolescents), and duality (differences within adolescents) in the relationship between adolescents’ social media use and well-being. To do so, 8 focus groups with 55 adolescents aged 14–17 were conducted. Anchored in the differential susceptibility to media effects model, we examined adolescents’ (1) individual motives and (2) moods leading to social media use, (3) the nature of this use, (4) their affective responses, and (5) perceived longer-term effects. Through deductive thematic analysis, we noted large homogeneity in motives for social media use but heterogeneity in moods leading to social media use. In addition, our findings revealed heterogeneity and duality in the affective responses and the perceived long-term effects of social media use. This duality, where the same individual is affected in both positive and negative ways by social media use, appeared in various forms: concurrently, when adolescents experience conflicting feelings simultaneously, such as feeling both envy and inspiration; alternately, when adolescents shift between experiences, such as feelings of connection and isolation; and sequentially, for example, where initial enjoyment gradually turns into boredom. Furthermore, duality appeared across different cognitive and affective aspects of well-being. Directions for future research are provided on how to examine the role and meaning of various forms of homogeneity, heterogeneity, and duality in the relationship between adolescents’ social media use and well-being.","PeriodicalId":47920,"journal":{"name":"Social Media + Society","volume":"191 1","pages":""},"PeriodicalIF":5.2,"publicationDate":"2024-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140808574","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}