Dandapat Sourav
Department of Computer Science and Engineering, Indian Institute of Technology Patna, Patna, India.
PeerJ Comput Sci. 2022 Jul 29;8:e1051. doi: 10.7717/peerj-cs.1051. eCollection 2022.
Gender-based violence (GBV) has been plaguing our society for long back. The severity of GBV has spurred research around understanding the causes and factors leading to GBV. Understanding factors and causes leading to GBV is helpful in planning and executing efficient policies to curb GBV. Past researches have claimed a country's culture to be one of the driving reasons behind GBV. The culture of a country consists of cultural norms, societal rules, gender-based stereotypes, and social taboos which provoke GBV. These claims are supported by theoretical or small-scale survey-based research that suffers from under-representation and biases. With the advent of social media and, more importantly, location-tagged social media, huge ethnographic data are available, creating a platform for many sociological research. In this article, we also utilize huge social media data to verify the claim of confluence between GBV and the culture of a country. We first curate GBV content from different countries by collecting a large amount of data from Twitter. In order to explore the relationship between a country's culture and GBV content, we performed correlation analyses between a country's culture and its GBV content. The correlation results are further re-validated using graph-based methods. Through the findings of this research, we observed that countries with similar cultures also show similarity in GBV content, thus reconfirming the relationship between GBV and culture.
基于性别的暴力(GBV)长期以来一直困扰着我们的社会。GBV的严重性促使人们围绕理解导致GBV的原因和因素展开研究。了解导致GBV的因素和原因有助于制定和实施有效的政策来遏制GBV。过去的研究称一个国家的文化是GBV背后的驱动因素之一。一个国家的文化由文化规范、社会规则、基于性别的刻板印象和引发GBV的社会禁忌组成。这些说法得到了理论研究或基于小规模调查的研究的支持,但这些研究存在代表性不足和偏差的问题。随着社交媒体的出现,更重要的是带有位置标签的社交媒体的出现,大量的人种志数据得以获取,为许多社会学研究创造了一个平台。在本文中,我们还利用大量社交媒体数据来验证GBV与一个国家的文化之间存在关联的说法。我们首先通过从推特收集大量数据来筛选来自不同国家的GBV内容。为了探究一个国家的文化与GBV内容之间的关系,我们对一个国家的文化与其GBV内容进行了相关性分析。相关性结果通过基于图的方法进一步重新验证。通过这项研究的结果,我们观察到文化相似的国家在GBV内容上也表现出相似性,从而再次证实了GBV与文化之间的关系。