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Adaptive Self-Reflection as a Social Media Self-Effect: Insights from Computational Text Analyses of Self-Disclosures of Unreported Sexual Victimization in a Hashtag Campaign 作为社交媒体自我效应的适应性自我反思:对标签活动中未报告性侵害的自我披露进行计算文本分析的启示
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-21 DOI: 10.1177/08944393241252640
Tien Ee Dominic Yeo, Tsz Hang Chu
Hashtag campaigns calling out sexual violence and rape myths offer a unique context for disclosing sexual victimization on social media. This study investigates the applicability of adaptive self-reflection as a potential self-effect from such public disclosures of unreported sexual victimization experiences by analyzing 92,583 tweets that invoked #WhyIDidntReport. A supervised machine learning classifier determined that 61.8% of the tweets were self-disclosures of sexual victimization. Linguistic Inquiry and Word Count (LIWC) analysis showed statistically significant differences in four psycholinguistic dimensions (greater use of past focus, cognitive processes, insight, and causation words) connected with reflective processing in tweets with self-disclosed sexual victimization compared to those without. Additionally, topic modeling and thematic analysis identified nine salient topics within the self-disclosing tweets, comprising three self-distanced representations (i.e., relatively abstract and insightful construals) of the unwanted experiences: (a) acknowledging one’s previously unacknowledged victimization, (b) reaffirming one’s rationale for not reporting, and (c) decrying invalidating response to one’s disclosure. Moving beyond reception effects and social support in extant research about social media as a coping tool, this study provides new empirical insights into the potential of social media to promote expressive meaning-making of upsetting and traumatic experiences in ways that support recovery and resilience.
揭露性暴力和强奸神话的标签运动为在社交媒体上披露性受害经历提供了一个独特的环境。本研究通过分析 92,583 条引用了 #WhyIDidntReport 的推文,研究了适应性自我反省作为此类公开披露未报告性受害经历的潜在自我效应的适用性。通过监督机器学习分类器确定,61.8% 的推文是关于性侵害的自我披露。语言调查和字数(LIWC)分析表明,与没有自我披露性侵害的推文相比,有自我披露性侵害的推文在与反思性处理相关的四个心理语言维度(更多地使用过去的焦点、认知过程、洞察力和因果关系词)上存在显著的统计学差异。此外,通过主题建模和主题分析,在自我披露的推文中发现了九个突出主题,包括对不想要的经历的三种自我差异表述(即相对抽象和有洞察力的理解):(a) 承认自己以前未被承认的受害经历,(b) 重申自己不报告的理由,(c) 谴责对自己披露信息的无效回应。本研究超越了社交媒体作为应对工具的现有研究中的接收效应和社会支持,提供了新的实证见解,揭示了社交媒体以支持恢复和复原的方式促进对令人不安的创伤经历进行表达性意义建构的潜力。
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引用次数: 0
Personal, Private, Emotional? How Political Parties Use Personalization Strategies on Facebook in the 2014 and 2019 EP Election Campaigns 个人、隐私、情感?政党如何在 2014 年和 2019 年欧洲议会选举活动中使用 Facebook 上的个性化策略
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-17 DOI: 10.1177/08944393241254807
Uta Russmann, Ulrike Klinger, Karolina Koc-Michalska
In 2014, the EU introduced the lead candidate procedure to raise citizens’ awareness and interest in the European Parliament (EP) elections and, thereby, voter turnout. We study the use of personalization, centralized personalization (focusing on lead candidates), emotional personalization, and private personalization on Facebook by political parties across 12 countries during the 2014 and 2019 EP campaigns and the effects of personalization on user engagement. A standardized quantitative content analysis of 14,293 posts by 227 political parties shows that about half of the Facebook posts were personalized, but there is no general trend of rising personalization. While emotional personalization increased, parties hardly ever posted about their lead candidates and their private lives. Variations are not due to structural (e.g., party and media systems) or geographical/cultural factors. Positive effects are found for the use of emotional personalization attracting a higher volume of user reactions (likes, reactions, shares, and comments) in both elections.
2014 年,欧盟引入了主要候选人程序,以提高公民对欧洲议会(EP)选举的认识和兴趣,从而提高投票率。我们研究了 12 个国家的政党在 2014 年和 2019 年欧洲议会竞选期间在 Facebook 上使用个性化、集中个性化(重点关注主要候选人)、情感个性化和私人个性化的情况,以及个性化对用户参与度的影响。对 227 个政党的 14,293 篇帖子进行的标准化定量内容分析显示,约有一半的 Facebook 帖子是个性化的,但并不存在个性化上升的总体趋势。在情感个性化增加的同时,各政党几乎没有发布过关于主要候选人及其私生活的帖子。这些变化不是由于结构(如政党和媒体系统)或地理/文化因素造成的。在两次选举中,情感个性化的使用都产生了积极的效果,吸引了更多的用户反应(喜欢、反应、分享和评论)。
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引用次数: 0
Personal, Private, Emotional? How Political Parties Use Personalization Strategies on Facebook in the 2014 and 2019 EP Election Campaigns 个人、隐私、情感?政党如何在 2014 年和 2019 年欧洲议会选举活动中使用 Facebook 上的个性化策略
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-17 DOI: 10.1177/08944393241254807
U. Russmann, Ulrike Klinger, Karolina Koc-Michalska
In 2014, the EU introduced the lead candidate procedure to raise citizens’ awareness and interest in the European Parliament (EP) elections and, thereby, voter turnout. We study the use of personalization, centralized personalization (focusing on lead candidates), emotional personalization, and private personalization on Facebook by political parties across 12 countries during the 2014 and 2019 EP campaigns and the effects of personalization on user engagement. A standardized quantitative content analysis of 14,293 posts by 227 political parties shows that about half of the Facebook posts were personalized, but there is no general trend of rising personalization. While emotional personalization increased, parties hardly ever posted about their lead candidates and their private lives. Variations are not due to structural (e.g., party and media systems) or geographical/cultural factors. Positive effects are found for the use of emotional personalization attracting a higher volume of user reactions (likes, reactions, shares, and comments) in both elections.
2014 年,欧盟引入了主要候选人程序,以提高公民对欧洲议会(EP)选举的认识和兴趣,从而提高投票率。我们研究了 12 个国家的政党在 2014 年和 2019 年欧洲议会竞选期间在 Facebook 上使用个性化、集中个性化(重点关注主要候选人)、情感个性化和私人个性化的情况,以及个性化对用户参与度的影响。对 227 个政党的 14,293 篇帖子进行的标准化定量内容分析显示,约有一半的 Facebook 帖子是个性化的,但并不存在个性化上升的总体趋势。在情感个性化增加的同时,各政党几乎没有发布过关于主要候选人及其私生活的帖子。这些变化不是由于结构(如政党和媒体系统)或地理/文化因素造成的。在两次选举中,情感个性化的使用都产生了积极的效果,吸引了更多的用户反应(喜欢、反应、分享和评论)。
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引用次数: 0
Nonparticipation Bias in Accelerometer-Based Studies and the Use of Propensity Scores 基于加速度计的研究中的非参与偏差与倾向分数的使用
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-16 DOI: 10.1177/08944393241254463
Christopher Antoun, Alexander Wenz
Relatively little attention has been paid to the effects of nonparticipation on data quality in population-based studies that use accelerometers to measure physical activity. We examine these issues using data from the 2013 Longitudinal Internet Studies for the Social Sciences (LISS) panel and 2013–2014 National Health and Nutrition Examination Survey (NHANES) accelerometer studies, both of which collected survey data in advance and therefore permit comparisons of self-reported physical activity between participants and nonparticipants to the accelerometer studies. While individuals with high levels of self-reported physical activity are overrepresented in the participant samples, the differences are modest in both studies. However, in the LISS panel this difference led to overestimates of physical activity that are not fully corrected by propensity score weighting adjustments (i.e., non-ignorable selection bias). This finding underscores the importance of assessing the potential influence of nonparticipation on accelerometer-derived estimates of physical activity.
在使用加速度计测量身体活动的人群研究中,人们很少关注不参与对数据质量的影响。我们使用 2013 年社会科学纵向互联网研究(LISS)小组和 2013-2014 年美国国家健康与营养调查(NHANES)加速度计研究的数据对这些问题进行了研究,这两项研究都提前收集了调查数据,因此可以对加速度计研究参与者和非参与者的自我报告体力活动进行比较。虽然参与者样本中自我报告体力活动量大的人比例较高,但两项研究中的差异都不大。然而,在 LISS 小组中,这种差异导致了体力活动的高估,而这种高估并没有通过倾向得分加权调整得到完全纠正(即不可忽略的选择偏差)。这一发现强调了评估未参与对加速度计得出的体力活动估计值的潜在影响的重要性。
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引用次数: 0
Incivility in Comparison: How Context, Content, and Personal Characteristics Predict Exposure to Uncivil Content 比较中的不文明行为:情境、内容和个人特征如何预测不文明内容的暴露程度
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-14 DOI: 10.1177/08944393241252638
Felix Schmidt, Sebastian Stier, Lukas Otto
Incivility, that is, the breaking of social norms of conversation, is evidently prevalent in online political communication. While a growing literature provides evidence on the prevalence of incivility in different online venues, it is still unclear where and to what extent Internet users are exposed to incivility. This paper takes a comparative approach to assess the levels of incivility across contexts, content and personal characteristics. The pre-registered analysis uses detailed web browsing histories, including public Facebook posts and tweets seen by study participants, in combination with surveys collected during the German federal election 2021 ( N = 739). The level of incivility is predicted using Google’s Perspective API and compared across contexts (platforms and campaign periods), content features, and individual-level variables. The findings show that incivility is particularly strong on Twitter and more prevalent in comments than original posts/tweets on Facebook and Twitter. Content featuring political content and actors is more uncivil, whereas personal characteristics are less relevant predictors. The finding that user-generated political content is the most likely source of individuals’ exposure to incivility adds to the understanding of social media’s impact on public discourse.
不文明行为,即违反谈话的社会规范,在网络政治交流中显然很普遍。虽然越来越多的文献提供了不同网络场所普遍存在不文明行为的证据,但目前仍不清楚网民在哪里以及在多大程度上会受到不文明行为的影响。本文采用比较的方法来评估不同环境、内容和个人特征下的不文明程度。预注册分析使用了详细的网络浏览历史记录,包括研究参与者看到的 Facebook 公开帖子和推文,并结合了 2021 年德国联邦选举期间收集的调查(N = 739)。使用谷歌的透视应用程序接口(Perspective API)对不文明程度进行预测,并在不同背景(平台和竞选期间)、内容特征和个人层面变量之间进行比较。研究结果表明,不文明行为在 Twitter 上尤为突出,在 Facebook 和 Twitter 上,评论比原始帖子/推文更为普遍。以政治内容和政治人物为特征的内容更不文明,而个人特征则是不太相关的预测因素。用户生成的政治内容最有可能成为个人接触不文明行为的来源,这一发现加深了人们对社交媒体对公共话语影响的理解。
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引用次数: 0
Unveiling Public Perception and Interpretation of China’s National Self-Image: Analyzing Chinese Online Commentary Data 揭示公众对中国国家自我形象的认知和解读:分析中文网络评论数据
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-13 DOI: 10.1177/08944393241253494
Shuo Wang
This research study aims to address the oversight in previous studies that focused on constructing China’s image through the media without investigating how audiences perceive and interpret that depiction. This study aims to investigate how Chinese internet users perceive China’s self-image to understand Chinese citizens’ attitudes and reactions to political propaganda circulated by Chinese authorities online more effectively. To achieve this, we have chosen “This is China,” an online political program that presents China’s self-image. A total of 60,648 comments were collected and analyzed. For the analysis, T-LDA, Sentiment Analysis, and Semantic Network Analysis were employed. The study reveals six significant factors: Real-Life Stress, Patriotic Sentiment, Rational Emotion, Program Style, Presenter’s Public Persona, and Ironic Remarks, all of which shape the public’s perception of China’s image. Specifically, the study finds that Patriotism and Program Style have a positive influence on the audience’s perception, while the other factors hinder a favorable interpretation of the nation’s image.
以往的研究侧重于通过媒体构建中国形象,却没有调查受众如何感知和解读这一描述,本研究旨在解决这一疏忽。本研究旨在调查中国网民如何看待中国的自我形象,从而更有效地了解中国公民对中国官方网络政治宣传的态度和反应。为此,我们选择了《这就是中国》这一展示中国自我形象的网络政治节目。我们共收集并分析了 60,648 条评论。分析中使用了 T-LDA、情感分析和语义网络分析。研究揭示了六个重要因素:现实生活压力、爱国情感、理性情绪、节目风格、主持人的公众形象和讽刺性言论,所有这些因素都影响着公众对中国形象的看法。具体而言,研究发现爱国主义和节目风格对受众的感知有积极影响,而其他因素则阻碍了对国家形象的有利解读。
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引用次数: 0
Semi-Automated Nonresponse Detection for Open-Text Survey Data 开放文本调查数据的半自动无响应检测
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-10 DOI: 10.1177/08944393241249720
Kristen Cibelli Hibben, Zachary Smith, Benjamin Rogers, Valerie Ryan, Paul Scanlon, Travis Hoppe
Open-ended survey questions can enable researchers to gain insights beyond more commonly used closed-ended question formats by allowing respondents an opportunity to provide information with few constraints and in their own words. Open-ended web probes are also increasingly used to inform the design and evaluation of survey questions. However, open-ended questions are more susceptible to insufficient or irrelevant responses that can be burdensome and time-consuming to identify and remove manually, often resulting in underuse of open-ended questions and, when used, potential inclusion of poor-quality data. To address these challenges, we developed and publicly released the Semi-Automated Nonresponse Detection for Survey text (SANDS), an item nonresponse detection approach based on a Bidirectional Transformer for Language Understanding model, fine-tuned using Simple Contrastive Sentence Embedding and targeted human coding, to categorize open-ended text data as valid or likely nonresponse. This approach is powerful in that it uses natural language processing as opposed to existing nonresponse detection approaches that have relied exclusively on rules or regular expressions or used bag-of-words approaches that tend to perform less well on short pieces of text, typos, or uncommon words, often prevalent in open-text survey data. This paper presents the development of SANDS and a quantitative evaluation of its performance and potential bias using open-text responses from a series of web probes as case studies. Overall, the SANDS model performed well in identifying a dataset of likely valid results to be used for quantitative or qualitative analysis, particularly on health-related data. Developed for generalizable use and accessible to others, the SANDS model can greatly improve the efficiency of identifying inadequate and irrelevant open-text responses, offering expanded opportunities for the use of open-text data to inform question design and improve survey data quality.
开放式调查问题让受访者有机会在没有太多限制的情况下以自己的语言提供信息,从而使研究人员能够获得超越更常用的封闭式问题格式的见解。开放式网络调查也越来越多地用于调查问题的设计和评估。然而,开放式问题更容易出现回答不充分或不相关的情况,而人工识别和删除这些回答既麻烦又费时,这往往会导致开放式问题使用不足,即使使用了,也可能会纳入质量不高的数据。为了应对这些挑战,我们开发并公开发布了调查文本半自动无应答检测(SANDS),这是一种基于语言理解双向转换器模型的项目无应答检测方法,通过简单对比句嵌入和有针对性的人工编码进行微调,将开放式文本数据分为有效或可能无应答。这种方法的强大之处在于它使用了自然语言处理技术,而现有的非响应检测方法则完全依赖于规则或正则表达式,或使用词袋方法,这些方法在处理短文、错别字或不常用词时往往效果不佳,而这些情况在开放式文本调查数据中非常普遍。本文介绍了 SANDS 的开发过程,并以一系列网络调查中的开放文本回复为案例,对其性能和潜在偏差进行了定量评估。总体而言,SANDS 模型在识别可能有效的结果数据集方面表现良好,可用于定量或定性分析,尤其是与健康相关的数据。SANDS 模型的开发具有通用性,可供他人使用,可大大提高识别不充分和不相关的开放文本回答的效率,为使用开放文本数据为问题设计提供信息和提高调查数据质量提供更多机会。
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引用次数: 0
Human or Not?: An Experiment With Chatbot Manipulations to Test Machine Heuristics and Political Self-Concepts 人还是人?用聊天机器人操作来测试机器启发法和政治自我概念的实验
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-07 DOI: 10.1177/08944393241252027
Ke M. Huang-Isherwood, Jaeho Cho, Joo-Wha Hong, Eugene Lee
Chatbots have a growing role to play in political discourse, including in political campaigns, voter mobilization ventures, and dissemination of political news, though chatbots in the political domain are relatively understudied. While testing the machine heuristics and political self-concepts frameworks, we carried out a 2 × 2 experiment where both perceived conversational partner (i.e., bot, human) and topic (i.e., political, casual) were manipulated ( N = 126). During the experiment, participants exchanged chat messages with trained research confederates for 30 min. In support of the machine heuristics and political self-concepts frameworks, participants assigned to human partners reported more positive relationships and higher political interest. Through moderation analysis, liking the partner was found to differ between the perceived partner conditions, with perceived political knowledge varying more in the human conditions. Thus, the experimental findings add nuance to interpersonal (i.e., impression management and social identity theory) and human-computer interaction theories (i.e., machine heuristics and Computers Are Social Actors), and have broader implications for online political interactions and for decisionmakers of online political discourse spaces.
聊天机器人在政治话语中扮演着越来越重要的角色,包括在政治竞选、选民动员活动和政治新闻传播中,但政治领域的聊天机器人研究相对较少。在测试机器启发式和政治自我概念框架的同时,我们还进行了一项 2 × 2 实验,对感知到的对话伙伴(即机器人、人类)和话题(即政治、休闲)进行了操纵(N = 126)。在实验过程中,参与者与训练有素的研究合作者交换了 30 分钟的聊天信息。为了支持机器启发式和政治自我概念框架,分配给人类伙伴的参与者报告了更积极的关系和更高的政治兴趣。通过调节分析发现,在不同的感知伴侣条件下,对伴侣的喜爱程度不同,而在人类条件下,感知的政治知识差异更大。因此,实验结果为人际(即印象管理和社会认同理论)和人机交互理论(即机器启发式和计算机是社会行动者)增添了细微差别,并对在线政治互动和在线政治话语空间的决策者产生了更广泛的影响。
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引用次数: 0
Use and Abuse of Social Media as a Punitive Remedy in Light of Criminal Law: A Tool or a Court? Analysis of the Chilean Regulation 根据刑法使用和滥用社交媒体作为惩罚性补救措施:工具还是法庭?智利法规分析
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-07 DOI: 10.1177/08944393241252639
Alejandra Castillo Ara
Over the last few years, Chile’s judicial system has witnessed a rise in criminal assumptions generated through social networks, under its hypotheses of funas, doxing, flagging or, in general, the exposure of the personal data of an individual, whether motivated by the performance of conduct of criminal relevance or simply of dubious morality or social appropriateness. Although these conducts originated as a form of digital social empowerment, they have turned into a criminal matter on their own right, posing a series of issues regarding the correct application of the law and casting doubt on the appropriate legal mechanisms to handle these types of accusations, as cases involving these kinds of conducts have been resolved both on a criminal and constitutional level. Thus, the purpose of this article is to determine whether the current Chilean national regulation provides sufficient tools that, with a reasonable interpretation, allow it to correctly handle these sorts of cases. Moreover, this article aims to, through a comprehensive analysis of Germany’s current legislation, determine whether Chile requires a new all-encompassing regulatory approach to these hypotheses similar to the German solution, or if the current rules provide a proper solution to the problem of public personal data exposure on social media as a dangerous behaviour for the person whose data is being exposed.
在过去几年中,智利司法系统目睹了通过社交网络产生的犯罪假设的增加,这些假设包括 funas、doxing、flagging 或一般而言的个人数据曝光,无论其动机是实施犯罪相关行为还是仅仅是道德或社会适当性可疑。尽管这些行为起源于一种数字社会赋权形式,但其本身已演变成一种刑事问题,对法律的正确适用提出了一系列问题,并对处理这类指控的适当法律机制产生了疑问,因为涉及这类行为的案件已在刑事和宪法层面得到解决。因此,本文旨在确定智利现行的国家法规是否提供了足够的工具,通过合理的解释,使其能够正确处理此类案件。此外,本文还旨在通过对德国现行立法的全面分析,确定智利是否需要类似于德国解决方案的新的全方位监管方法来处理这些假设,或者现行规则是否提供了适当的解决方案来解决在社交媒体上公开暴露个人数据的问题,因为这对数据被暴露的人来说是一种危险行为。
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引用次数: 0
From Trolling Victimization to Reactive Trolling: Moderated Mediation Effects of Online Disinhibition and Motivations 从嘲弄受害者到反应性嘲弄:在线抑制和动机的调节中介效应
IF 4.1 2区 社会学 Q1 Social Sciences Pub Date : 2024-05-06 DOI: 10.1177/08944393241250013
Yuanyi Mao, Bo Hu
Online trolling behavior is becoming prevalent and has received increasing attention. Although few qualitative studies demonstrated that victims of online trolling are more likely to troll others, quantitative evidence examining such a phenomenon is lacking. Drawing on the general aggression model, this study aimed to investigate how trolling victimization affects reactive trolling behaviors and the roles of two motivations (i.e., revenge and social recognition) and online disinhibition during the process. Results from an online survey in China ( N = 626) showed that online trolling victimization was positively associated with online reactive trolling and this relationship was mediated by revenge and social recognition motivations. Additionally, the indirect effect of trolling victimization on reactive trolling via revenge motivation was more pronounced when individuals had higher levels of online disinhibition. The findings of the study extend the existing literature on online trolling and provide insights into the mitigation of online trolling behaviors.
网上嘲弄行为越来越普遍,也越来越受到关注。虽然有少数定性研究表明,网络嘲弄行为的受害者更有可能嘲弄他人,但研究这种现象的定量证据却很缺乏。本研究以一般攻击模型为基础,旨在探究网络钓客受害如何影响反应性网络钓客行为,以及两种动机(即报复和社会认可)和网络抑制在这一过程中的作用。一项在中国进行的在线调查(626 人)结果显示,网络嘲讽受害与网络反应性嘲讽呈正相关,而这种关系是由报复和社会认可动机所中介的。此外,当个人的网络抑制水平较高时,网络骚扰受害通过报复动机对反应性网络骚扰的间接影响更为明显。这项研究的结果扩展了现有关于网络嘲弄的文献,并为缓解网络嘲弄行为提供了启示。
{"title":"From Trolling Victimization to Reactive Trolling: Moderated Mediation Effects of Online Disinhibition and Motivations","authors":"Yuanyi Mao, Bo Hu","doi":"10.1177/08944393241250013","DOIUrl":"https://doi.org/10.1177/08944393241250013","url":null,"abstract":"Online trolling behavior is becoming prevalent and has received increasing attention. Although few qualitative studies demonstrated that victims of online trolling are more likely to troll others, quantitative evidence examining such a phenomenon is lacking. Drawing on the general aggression model, this study aimed to investigate how trolling victimization affects reactive trolling behaviors and the roles of two motivations (i.e., revenge and social recognition) and online disinhibition during the process. Results from an online survey in China ( N = 626) showed that online trolling victimization was positively associated with online reactive trolling and this relationship was mediated by revenge and social recognition motivations. Additionally, the indirect effect of trolling victimization on reactive trolling via revenge motivation was more pronounced when individuals had higher levels of online disinhibition. The findings of the study extend the existing literature on online trolling and provide insights into the mitigation of online trolling behaviors.","PeriodicalId":49509,"journal":{"name":"Social Science Computer Review","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141010372","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Social Science Computer Review
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