When the Personal Becomes Political: Unpacking the Dynamics of Sexual Violence and Gender Justice Discourses Across Four Social Media Platforms

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL
Jiyoun Suk, Yini Zhang, Zhiying Yue, Rui Wang, Xinxia Dong, Dongdong Yang, Ruixue Lian
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引用次数: 5

Abstract

We propose a three-pronged framework to study discourses surrounding social media activism initiated by networked counterpublics: personalized expressions that share stories and support, demands for changes that address systematic problems, and contentions between various actors and perspectives. Situating our analysis in discourses related to sexual violence and gender justice activism on Twitter, Facebook, Instagram, and Reddit, we use supervised machine learning to quantify three discourses—networked acknowledgment, calls to action, and feminism contention—and apply time series analysis to model their interrelations. Results show that networked acknowledgment stimulated both calls to action and feminism contention and that calls to action predicted feminism contention across all platforms. These discourses were more sensitive to real-world events on Twitter and Facebook, but more ephemeral and cyclical on Instagram and more persistent and coupled on Reddit. Our findings speak to the opportunities and challenges in social media activism and underscore cross-platform similarities and differences.
当个人变得政治化:打开四个社交媒体平台上性暴力和性别正义话语的动态
我们提出了一个三管齐下的框架来研究由网络反公众发起的围绕社交媒体行动主义的话语:分享故事和支持的个性化表达,解决系统问题的变革要求,以及不同参与者和观点之间的争论。将我们的分析置于Twitter、Facebook、Instagram和Reddit上与性暴力和性别正义激进主义相关的话语中,我们使用监督机器学习来量化三种话语——网络承认、行动呼吁和女权主义争论——并应用时间序列分析来模拟它们之间的相互关系。结果表明,网络认可刺激了行动呼吁和女权主义争论,而行动呼吁预示着所有平台上的女权主义争论。这些话语在Twitter和Facebook上对现实世界的事件更敏感,但在Instagram上更短暂、更周期性,在Reddit上更持久、更连贯。我们的研究结果说明了社交媒体行动主义的机遇和挑战,并强调了跨平台的异同。
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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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