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The gendered lens of AI: examining news imagery across digital spaces 人工智能的性别视角:审视跨数字空间的新闻图像
IF 7.2 1区 文学 Q1 COMMUNICATION Pub Date : 2024-02-02 DOI: 10.1093/jcmc/zmad047
Yibei Chen, Yujia Zhai, Shaojing Sun
This study investigates gender representation in artificial intelligence (AI)-related images across various digital spaces to understand potential biases and visual narratives in the AI domain. We analyzed a dataset of 28,199 images from news media, technology news websites, social media, knowledge-sharing platforms, and other digital spaces. Our findings revealed the prevalence of male faces and the consistent underrepresentation of women across digital spaces. We also found distinct patterns in the visual framing of men and women, with women often portrayed as being disempowered and adhering to traditional gender stereotypes. Furthermore, our cluster analysis demonstrated consistent patterns of gender representation across various visual themes, reinforcing the pervasive nature of gender biases in AI news imagery. In conclusion, our study underscores the need for conscious efforts to promote a more balanced and inclusive portrayal of gender in AI news reporting, calling for a broad societal effort toward advancing gender equality and diversity.
本研究调查了各种数字空间中人工智能(AI)相关图片的性别表现,以了解人工智能领域潜在的偏见和视觉叙事。我们分析了来自新闻媒体、科技新闻网站、社交媒体、知识共享平台和其他数字空间的 28199 张图片数据集。我们的研究结果表明,在所有数字空间中,男性面孔普遍存在,而女性面孔的比例始终偏低。我们还发现了男性和女性视觉框架的独特模式,女性通常被描绘成没有权力和遵守传统性别刻板印象的人。此外,我们的聚类分析还显示了不同视觉主题中性别表现的一致模式,从而加强了人工智能新闻图像中性别偏见的普遍性。总之,我们的研究强调,在人工智能新闻报道中,需要有意识地努力促进更加平衡和包容的性别形象,呼吁全社会为促进性别平等和多样性而努力。
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引用次数: 0
Surviving or thriving political defeat on social media: a temporal analysis of how electoral loss exacerbates the gender gap in political expression 在社交媒体上生存还是在政治失败中茁壮成长:对选举失利如何加剧政治表达中的性别差距的时间分析
IF 7.2 1区 文学 Q1 COMMUNICATION Pub Date : 2024-02-02 DOI: 10.1093/jcmc/zmad051
Ross Dahlke, Yini Zhang
Extensive research reveals gender gaps in social media expression, particularly women’s reduced propensity for sharing political information and opinions. We examine the impact of political defeat on the gender gap in political expression on social media by pairing Twitter data from candidate supporters with a voter file. Our results indicate that Trump’s 2020 defeat reduced tweet volumes only among his female supporters, while his male supporters remained unaffected. This dampening effect was stronger for female Trump supporters who expressed their gender identity in their Twitter bios than those who did not. Tweet content remained largely unchanged for both genders. These findings enhance our understanding of how social media and political defeat together contribute to the gender expression gap and its relationship with offline political behaviors post-defeat. They also demonstrate the power of our methodological approach in revealing temporal and individual differences.
大量研究揭示了社交媒体表达中的性别差距,尤其是女性分享政治信息和观点的倾向性较低。我们通过将候选人支持者的推特数据与选民档案配对,研究了政治失败对社交媒体上政治表达性别差异的影响。我们的研究结果表明,特朗普 2020 年的竞选失败只减少了其女性支持者的推文数量,而其男性支持者则不受影响。对于在推特简介中表达性别认同的特朗普女性支持者来说,这种抑制作用要强于那些没有表达性别认同的女性支持者。男女支持者的推特内容基本保持不变。这些发现加深了我们对社交媒体和政治失败如何共同导致性别表达差距及其与失败后线下政治行为之间关系的理解。它们还证明了我们的方法在揭示时间和个体差异方面的能力。
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引用次数: 0
Does mindless scrolling hamper well-being? Combining ESM and log-data to examine the link between mindless scrolling, goal conflict, guilt, and daily well-being 无意识的滚动会影响幸福感吗?结合ESM和日志数据研究无意识滚动、目标冲突、负罪感和日常幸福感之间的联系
IF 7.2 1区 文学 Q1 COMMUNICATION Pub Date : 2024-01-21 DOI: 10.1093/jcmc/zmad056
David de Segovia Vicente, Kyle Van Gaeveren, Stephen L Murphy, Mariek M P Vanden Abeele
This manuscript presents findings from a preregistered mixed-method study involving 67,762 ecological momentary assessments and behavioral smartphone observations from 1,315 adults. The study investigates (a) momentary associations between mindless scrolling, goal conflict, and guilt over smartphone use, and (b) whether guilt experiences during the day culminate into lower well-being. Results indicate that individuals experienced more guilt over their smartphone use when they had mindlessly scrolled for a longer period and that experienced goal conflict partially mediated this relationship. Daily analyses revealed that mindless scrolling was also associated with small negative changes in well-being, and this relationship was partially mediated by guilt experienced over the same day. Individuals with less self-control were more prone to experiencing goal conflict after mindlessly scrolling. These findings indicate that although mindless scrolling may seem a relatively harmless media behavior, it may have both momentary and downstream negative implications for well-being.
本手稿介绍了一项预先登记的混合方法研究的结果,该研究涉及对 1315 名成年人的 67762 次生态瞬间评估和智能手机行为观察。研究调查了(a)无意识滚动、目标冲突和对使用智能手机的负罪感之间的瞬间关联,以及(b)白天的负罪感经历是否会导致幸福感降低。研究结果表明,当人们长时间漫不经心地浏览智能手机时,他们会对智能手机的使用产生更多的负罪感,而目标冲突在一定程度上调节了这种关系。每日分析表明,漫不经心地滚动也与幸福感的微小负面变化有关,而这种关系在一定程度上被当天的负罪感所调节。自制力较差的人在无意识地滚动后更容易出现目标冲突。这些研究结果表明,尽管漫不经心地滚动网页看似是一种相对无害的媒体行为,但它可能会对幸福感产生瞬间和长期的负面影响。
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引用次数: 0
Standing up to problematic content on social media: which objection strategies draw the audience’s approval? 抵制社交媒体上的问题内容:哪些反对策略能得到受众的认可?
IF 7.2 1区 文学 Q1 COMMUNICATION Pub Date : 2023-12-19 DOI: 10.1093/jcmc/zmad046
Pengfei Zhao, Natalie N Bazarova, Dominic DiFranzo, Winice Hui, René F Kizilcec, Drew Margolin
Problematic content on social media can be countered through objections raised by other community members. While intended to deter offenses, objections can influence the surrounding audience observing the interaction, leading to their collective approval or disapproval. The results of an experiment manipulating seven types of objections against common types of offenses indicate audiences’ support for objections that implore via appeals and disapproval of objections that threaten the offender, as they view the former as more moral, appropriate, and effective compared to the latter. Furthermore, audiences tend to prefer more benign and less threatening objections regardless of the offense severity (following the principle of “taking the high road”) instead of objections proportionate to the offense (“an eye for an eye”). Taken together, these results show how objections to offensive behaviors may impact collective perceptions on social media, paving the way for interventions to foster effective objection strategies in social media discussions.
社交媒体上有问题的内容可以通过其他社区成员提出的反对意见来抵制。虽然反对的目的是阻止违规行为,但也会影响周围观察互动的受众,导致他们集体赞同或反对。一项针对常见犯罪类型的七种反对意见的实验结果表明,受众支持通过呼吁进行恳求的反对意见,不支持威胁犯罪者的反对意见,因为他们认为前者比后者更道德、更恰当、更有效。此外,无论违法行为的严重程度如何,受众都倾向于选择更温和、威胁性更小的反对方式(遵循 "高处不胜寒 "的原则),而不是与违法行为成正比的反对方式("以牙还牙")。综上所述,这些结果表明了对冒犯行为的反对如何影响社交媒体上的集体认知,为在社交媒体讨论中采取有效的反对策略铺平了道路。
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引用次数: 0
I wanna share this, but…: explicating invested costs and privacy concerns of social grooming behaviors in Facebook and users’ well-being and social capital 我想分享这个,但是…:解释Facebook中社交修饰行为的投资成本和隐私问题,以及用户的幸福感和社会资本
IF 7.2 1区 文学 Q1 COMMUNICATION Pub Date : 2023-11-23 DOI: 10.1093/jcmc/zmad038
Jih-Hsuan (Tammy) Lin, Christine Linda Cook, Ji-Wei Yang
The social grooming model (SGM), which theorizes social media users’ social grooming behaviors based on invested costs, is robust, reflecting various and nuanced social grooming styles. However, its core assumptions have not been validated. Using a nationally representative sample of 1,001 Taiwanese social media users, we explored costs and privacy for each social grooming behavior via a survey. Our results supported the hypotheses of the SGM. Users reported greater costs and reputational concerns for private topics than public topics, and higher costs for emotional and controversial topics than for informational and trending topics. With the new five styles identified in this study, social butterflies and meformers reported significantly greater social capital and well-being than lurkers; however, social butterflies reported greater invested costs in social grooming than meformers, indicating that being strategic is most efficient when it comes to social grooming, considering invested costs and the social benefits. SGM is robust and can reflect rich social grooming patterns.
社交打扮模型(social grooming model, SGM)是一种基于投入成本对社交媒体用户社交打扮行为进行理论化的模型,它是稳健的,反映了各种微妙的社交打扮风格。然而,其核心假设尚未得到验证。我们以1001名台湾社交媒体用户为样本,通过调查探讨了每种社交仪容行为的成本和隐私。我们的结果支持SGM的假设。用户报告说,与公共主题相比,私人主题的成本和声誉问题更高,而情感和有争议的主题的成本高于信息和趋势主题。根据本研究确定的新五种类型,社交蝴蝶和自我表现者的社会资本和幸福感显著高于潜伏者;然而,社交蝴蝶在社交打扮上的投入成本比内向者要高,这表明考虑到投入的成本和社会效益,在社交打扮方面,战略性是最有效的。SGM是强大的,可以反映丰富的社会梳理模式。
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引用次数: 0
Codesigning community networking literacies with rural/remote Northern Indigenous communities in Northwest Territories, Canada 与加拿大西北地区的农村/偏远北部土著社区共同设计社区网络扫盲
IF 7.2 1区 文学 Q1 COMMUNICATION Pub Date : 2023-11-21 DOI: 10.1093/jcmc/zmad042
Rob McMahon, Michael B McNally, Eric Nitschke, Kyle Napier, María Alvarez Malvido, Murat Akçayir
Digital literacy research and practice typically presume certain conditions, such as an urban orientation and adequate, affordable access to connectivity and devices. But these conditions are not universal; for example, people in small, rural/remote Indigenous communities may seek to balance connectivity challenges and digital innovations with land-based living specific to place and community. Drawing on efforts to broaden critical digital literacies to support Indigenous sovereignty, we consider how overlapping contexts of places, communities, and infrastructures intersect in the cocreation of appropriate digital literacy. Specifically, we discuss a series of virtually facilitated, participatory workshops that utilize “hacker literacies” and “infrastructure literacy” to reimagine connectivity infrastructure and demonstrate the potential of community networking in, with, and by rural/remote Indigenous communities. We also reflect on limitations of this work and identify lessons for future projects.
数字素养的研究和实践通常假定一定的条件,例如城市定位和足够的、负担得起的连接和设备。但这些条件并不普遍;例如,小型农村/偏远土著社区的人们可能会寻求在连通性挑战和数字创新与当地和社区特有的陆上生活之间取得平衡。通过扩大关键数字素养以支持土著主权的努力,我们考虑了地方、社区和基础设施的重叠背景如何在共同创造适当的数字素养方面相互交叉。具体而言,我们讨论了一系列虚拟便利的参与式研讨会,这些研讨会利用“黑客素养”和“基础设施素养”来重新构想连接基础设施,并展示了社区网络在农村/偏远土著社区中的潜力。我们还反思了这项工作的局限性,并为未来的项目确定了经验教训。
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引用次数: 0
From context adaptation to context restoration: strategies, motivations, and decision rules of managing context collapse on WeChat 从语境适应到语境恢复:微信管理语境崩溃的策略、动机与决策规则
1区 文学 Q1 COMMUNICATION Pub Date : 2023-11-08 DOI: 10.1093/jcmc/zmad043
Pengxiang Li, Hichang Cho, Cuihua Shen, Hangchen Kong
Abstract Context collapse occurs on social media platforms when different groups are mixed into one audience. To advance the understanding of the extensive and complex coping strategies people use to address context collapse, this study makes a conceptual distinction between passively adapting by sharing context-free, general information (context adaptation) and rebuilding contexts to satisfy the diverse needs of impression management (context restoration). This study in-depth interviewed 51 WeChat users (30 working professionals and 21 college students) in urban China. The results identified strategies for context restoration through reconstructing contextual boundaries on psychological, relational, spatial, and temporal dimensions. These findings highlight individual (effort minimization, self-consciousness, and privacy concerns) and audience factors (the heterogeneity and activeness of the audience) in determining the adoption of specific strategies. This study emphasizes the subjectivity and agency of users in relation to the social media ecosystem and develops a theoretical spectrum systematically situating users’ coping behaviors for mitigating context collapse.
在社交媒体平台上,当不同的群体混合成一个受众时,就会发生语境崩溃。为了进一步了解人们在应对情境崩溃时所采用的广泛而复杂的应对策略,本研究从概念上区分了通过分享无情境的一般信息而被动适应(情境适应)和重建情境以满足印象管理的多样化需求(情境恢复)。本研究深度访谈了51位中国城市微信用户(30位职场人士和21位大学生)。研究结果确定了通过在心理、关系、空间和时间维度上重建语境边界来恢复语境的策略。这些发现强调了个体因素(努力最小化、自我意识和隐私问题)和受众因素(受众的异质性和活跃度)在决定采用特定策略时的作用。本研究强调用户在社交媒体生态系统中的主体性和能动性,并开发了一个理论谱系,系统地定位用户应对行为以减轻情境崩溃。
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引用次数: 0
Digital disconnection, digital inequality, and subjective well-being: a mobile experience sampling study 数字脱节、数字不平等和主观幸福感:移动体验抽样研究
1区 文学 Q1 COMMUNICATION Pub Date : 2023-11-08 DOI: 10.1093/jcmc/zmad044
Minh Hao Nguyen, Eszter Hargittai
Abstract Drawing on theories of digital media (non-)use and well-being, this study examines how voluntary disconnection relates to subjective well-being and what role digital skills play in this relationship. We rely on mobile experience sampling methods to link nuanced disconnection practices throughout the day (e.g., putting screen devices away and muting notifications) with momentary experiences of well-being. We collected 4,028 responses from 105 mobile media users over the course of one week. Multilevel regression analyses revealed neither significant within-person effects of disconnection on affective well-being, social connectedness, or life satisfaction, nor a significant moderation effect of digital skills. Exploratory analyses, however, show that effects of disconnection on well-being vary greatly across participants, and that effects are dependent on whether one disconnects in the physical copresence of others. Our study offers a refined perspective on the consequences, or lack thereof, of deliberate non-use of technology in the digital age.
根据数字媒体(非)使用和幸福感的理论,本研究探讨了自愿断开与主观幸福感的关系,以及数字技能在这种关系中扮演的角色。我们依靠移动体验抽样方法,将一天中细微的断开连接行为(例如,把屏幕设备放在一边,把通知静音)与短暂的健康体验联系起来。在一周的时间里,我们从105个移动媒体用户那里收集了4028份回复。多水平回归分析显示,断网对情感幸福感、社会联系或生活满意度没有显著的个人影响,也没有显著的数字技能调节效应。然而,探索性分析表明,断开对参与者幸福感的影响差异很大,而这种影响取决于一个人是否与他人的物理存在断开。我们的研究为数字时代故意不使用技术的后果(或缺乏后果)提供了一个精细的视角。
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引用次数: 0
The story of social media: evolving news coverage of social media in American politics, 2006–2021 社交媒体的故事:美国政治中社交媒体新闻报道的演变,2006-2021
1区 文学 Q1 COMMUNICATION Pub Date : 2023-11-08 DOI: 10.1093/jcmc/zmad039
Daniel S Lane, Hannah Overbye-Thompson, Emilija Gagrčin
Abstract This article examines how American news media have framed social media as political technologies over time. To do so, we analyzed 16 years of political news stories focusing on social media, published by American newspapers (N = 8,218) and broadcasters (N = 6,064) (2006–2021). Using automated content analysis, we found that coverage of social media in political news stories: (a) increasingly uses anxious, angry, and moral language, (b) is consistently focused on national politicians (vs. non-elite actors), and (c) increasingly emphasizes normatively negative uses (e.g., misinformation) and their remedies (i.e., regulation). In discussing these findings, we consider the ways that these prominent normative representations of social media may shape (and limit) their role in political life.
摘要本文考察了美国新闻媒体是如何随着时间的推移将社交媒体框架化为政治技术的。为此,我们分析了美国报纸(N = 8,218)和广播公司(N = 6,064)(2006-2021年)16年来关注社交媒体的政治新闻报道。使用自动内容分析,我们发现政治新闻报道中对社交媒体的报道:(a)越来越多地使用焦虑、愤怒和道德语言,(b)始终关注国家政治家(相对于非精英演员),以及(c)越来越多地强调规范性的负面使用(例如,错误信息)及其补救措施(即监管)。在讨论这些发现时,我们考虑了社交媒体这些突出的规范性表征可能塑造(并限制)其在政治生活中的作用的方式。
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引用次数: 1
Too scared to share? Fear of social sanctions for political expression on social media 害怕分享?担心在社交媒体上表达政治观点会受到社会制裁
1区 文学 Q1 COMMUNICATION Pub Date : 2023-11-08 DOI: 10.1093/jcmc/zmad041
Brian E Weeks, Audrey Halversen, German Neubaum
Abstract While social media provide opportunities for political expression, many people may be reluctant to share their opinions if they fear personal or professional repercussions for posting political views. Fear of social sanctions (FOSSs) therefore represents a promising approach to investigate why people often avoid expressing political opinions online. Using panel survey data collected during the 2020 U.S. election, this study examines the predictors of FOSSs, as well as its relationship with several forms of online political expression. Results indicate that the ideological diversity of people’s online networks fosters their FOSSs, which in turn is associated with decreases in several types of online political expression. Thus, FOSSs may be an important determinant in individuals’ calculations to express political opinions online and may also hinder lower commitment forms of political engagement.
虽然社交媒体为政治表达提供了机会,但许多人可能不愿意分享他们的观点,因为他们担心发表政治观点会受到个人或职业上的影响。因此,对社会制裁的恐惧(foss)代表了一种很有希望的方法来调查为什么人们经常避免在网上表达政治观点。本研究利用在2020年美国大选期间收集的小组调查数据,研究了自由和自由社会主义的预测因素,以及它与几种形式的在线政治表达的关系。结果表明,人们在线网络的意识形态多样性促进了他们的foss,这反过来又与几种类型的在线政治表达减少有关。因此,foss可能是个人在网上表达政治观点的重要决定因素,也可能阻碍低承诺形式的政治参与。
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引用次数: 0
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Journal of Computer-Mediated Communication
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