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基于中国微博的公众对亲密伴侣暴力的关注与情绪:一种文本挖掘方法

Public Attention and Sentiment toward Intimate Partner Violence Based on Weibo in China: A Text Mining Approach.

作者信息

Xu Heng, Zeng Jun, Tai Zhaodan, Hao Huihui

机构信息

School of Management, Henan University of Technology, Zhengzhou 450001, China.

School of Foreign Languages, Henan University of Technology, Zhengzhou 450001, China.

出版信息

Healthcare (Basel). 2022 Jan 20;10(2):198. doi: 10.3390/healthcare10020198.

Abstract

The mobile internet has resulted in intimate partner violence (IPV) events not being viewed as interpersonal and private issues. Such events become public events in the social network environment. IPV has become a public health issue of widespread concern. It is a challenge to obtain systematic and detailed data using questionnaires and interviews in traditional Chinese culture, because of face-saving and the victim's shame factors. However, online comments about specific IPV events on social media provide rich data in understanding the public's attitudes and emotions towards IPV. By applying text mining and sentiment analysis to the field of IPV, this study involved construction of a Chinese IPV sentiment dictionary and a complete research framework. We analyzed the trends of the Chinese public's emotional evolution concerning IPV events from the perspectives of a time series as well as geographic space and social media. The results show that the anonymity of social networks and the guiding role of opinion leaders result in traditional cultural factors such as face-saving and family shame for IPV events being no longer applicable, leading to the spiral of an anti-silence effect. Meanwhile, in the process of public emotional communication, anger often overwhelms reason, and the spiral of silence remains in effect in social media. In addition, there are offensive words used in the IPV event texts that indicate misogyny in emotional, sexual, economic and psychological abuse. Fortunately, mainstream media, as crucial opinion leaders in the social network, can have a positive role in guiding public opinion, improving people's ability to judge the validity of network information, and formulating people's rational behaviour.

摘要

移动互联网使得亲密伴侣暴力(IPV)事件不再被视为个人和私人问题。在社交网络环境中,此类事件成为了公共事件。IPV已成为一个广受关注的公共卫生问题。在中国传统文化中,由于面子观念和受害者的羞耻因素,使用问卷调查和访谈来获取系统而详细的数据具有挑战性。然而,社交媒体上关于特定IPV事件的在线评论为了解公众对IPV的态度和情绪提供了丰富的数据。通过将文本挖掘和情感分析应用于IPV领域,本研究构建了一个中文IPV情感词典和一个完整的研究框架。我们从时间序列、地理空间和社交媒体的角度分析了中国公众对IPV事件的情感演变趋势。结果表明,社交网络的匿名性和意见领袖的引导作用使得诸如IPV事件的面子观念和家庭羞耻等传统文化因素不再适用,导致了反沉默效应的螺旋上升。与此同时,在公众情感交流过程中,愤怒往往压倒理性,沉默螺旋在社交媒体中仍然有效。此外,IPV事件文本中存在的攻击性言论表明在情感、性、经济和心理虐待方面存在厌女现象。幸运的是,主流媒体作为社交网络中的关键意见领袖,在引导公众舆论、提高人们判断网络信息有效性的能力以及形成人们的理性行为方面可以发挥积极作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ce1c/8871728/2ce671a314e2/healthcare-10-00198-g001.jpg

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