"昂首挺胸,孩子们!":考察骄傲男孩的网上言论与网下活动之间的关系

C. Bailard, Rebekah Tromble, Wei Zhong, Federico Bianchi, Pedram Hosseini, David Broniatowski
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引用次数: 0

摘要

本研究探讨了 "骄傲男孩 "的在线交流与其线下活动之间的关系。我们使用一个有监督的机器学习模型来分析骄傲男孩 Telegram 消息的新数据集,该数据集与美国危机监测组织在 31 个月内成员参与的暴力和非暴力事件的数据合并在一起。我们的分析发现,在网上表达不满情绪可预测参与线下暴力事件的情况,而呼吁群体自豪感、士气或团结的动机则与参与线下事件有着互为因果的关系。这表明存在一个潜在的线上信息-线下行动循环:(a) 非暴力的线下抗议活动预示着激励性信息所占比例的增加;(b) 线上激励性呼吁的频率和比例的增加反过来又预示着随后的线下暴力活动。我们的研究结果为理解在线言论与线下行为之间的关系提供了有益的理论启示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
“Keep Your Heads Held High Boys!”: Examining the Relationship between the Proud Boys’ Online Discourse and Offline Activities
This study examines the relationship between online communication by the Proud Boys and their offline activities. We use a supervised machine learning model to analyze a novel dataset of Proud Boys Telegram messages, merged with US Crisis Monitor data of violent and nonviolent events in which group members participated over a 31-month period. Our analysis finds that intensifying expressions of grievances online predict participation in offline violence, whereas motivational appeals to group pride, morale, or solidarity share a reciprocal relationship with participation in offline events. This suggests a potential online messaging–offline action cycle, in which (a) nonviolent offline protests predict an increasing proportion of motivational messaging and (b) increases in the frequency and proportion of motivational appeals online, in turn, predict subsequent violent offline activities. Our findings offer useful theoretical insights for understanding the relationship between online speech and offline behavior.
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