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A Twitter-Lived Red Tide Crisis on Chiloé Island, Chile: What Can Be Obtained for Social-Ecological Research through Social Media Analysis?

机译:智利·奇利岛的推特寿命危机:通过社会媒体分析可以获得社会生态研究可以获得什么?

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摘要

Considering traditional research on social-ecological crises, new social media analysis, particularly Twitter data, contributes with supplementary exploration techniques. In this article, we argue that a social media approach to social-ecological crises can offer an actor-centered meaningful perspective on social facts, a depiction of the general dynamics of meaning making that takes place among actors, and a systemic view of actors’ communication before, during and after the crisis. On the basis of a multi-technique approach to Twitter data (TF-IDF, hierarchical clustering, egocentric networks and principal component analysis) applied to a red tide crisis on Chiloé Island, Chile, in 2016, the most significant red tide in South America ever, we offer a view on the boundaries and dynamics of meaning making in a social-ecological crisis. We conclude that this dynamics shows a permanent reflexive work on elucidating the causes and effects of the crisis that develops according to actors’ commitments, the sequence of events, and political conveniences. In this vein, social media analysis does not replace good qualitative research, it rather opens up supplementary possibilities for capturing meanings from the past that cannot be retrieved otherwise. This is particularly relevant for studying social-ecological crises and supporting collective learning processes that point towards increased resilience capacities and more sustainable trajectories in affected communities.
机译:考虑到传统对社会生态危机的研究,新的社交媒体分析,特别是推特数据,有助于补充勘探技术。在本文中,我们认为社会生态危机的社交媒体方法可以在社会事实中提供以演员为中心的有意义的视角,这是一个关于在演员中发生的意义的一般动态的描绘,以及演员的系统性视图。危机前,期间和之后的沟通。在2016年智利钦洛岛上的赤潮危机的推特数据(TF-IDF,分层集群,自我集群和主要成分分析中的多功能数据(TF-IDF,分层集群,自我传统网络和主要成分分析)的基础上,是南美洲最重要的红潮曾经,我们对社会生态危机的意义界限和动态提供了看法。我们得出结论,这种动态表明,阐明了根据行动者承诺,事件顺序和政治便携性发展的危机的原因和影响的永久反思工作。在这静脉中,社交媒体分析不取代良好的定性研究,它相当开辟了捕获过去捕获含义的补充可能性,否则无法检索。这对于研究社会生态危机和支持集体学习过程尤其重要,这些过程指向增加的恢复能力和受影响社区中更可持续的轨迹。

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