ASIA: Automated Social Identity Assessment using linguistic style.

ASIA: Automated Social Identity Assessment using linguistic style.
复制标题

DOI:
10.3758/s13428-020-01511-3
复制
发表时间:
2021-08
影响因子:
5.4
通讯作者:
Levine M
Levine M
中科院分区:
心理学2区
文献类型:
--
作者:
Koschate M;Naserian E;Dickens L;Stuart A;Russo A;Levine M

文献摘要

参考文献

相似文献

我们持有的各种团体和类别会员资格是我们的核心。它们已经被证明会影响我们的思想,情绪,行为,以及各种社会环境中的社会关系,最近又与我们的精神和身体健康有关。然而,问题仍然存在于不同群体成员之间的动态以及我们在认知和情感上获得这些的方式。特别是,目前的评估方法缺失,可以应用于自然发生的数据,如在线互动,以更好地了解在自然环境中的动态和群体成员的影响。为了给研究人员提供一种评估感兴趣的特定群体成员身份的方法,我们开发了ASIA(自动社会身份评估),这是一种分析协议,使用文本中的语言风格指标来推断在给定时刻哪个群体成员身份是突出的,并附有深入的开放源代码Apriyter Notebook教程(https://github.com/Identity-lab/Tutorial-on-salient-social-Identity-detection-model)。在这里,我们首先讨论的挑战,在研究显着的群体成员,以及如何亚洲可以解决其中的一些。然后,我们展示了我们的分析协议可以用来创建一个方法来评估两个特定的组成员-父母和女权主义者-是突出使用在线论坛数据,以及如何使用两个进一步的语料库以及实验研究的质量(有效性)的测量和它的解释可以进行测试。最后,我们讨论了该领域的未来发展。在线版本包含补充材料,可通过10.3758/s13428-020-01511-3获得。
The various group and category memberships that we hold are at the heart of who we are. They have been shown to affect our thoughts, emotions, behavior, and social relations in a variety of social contexts, and have more recently been linked to our mental and physical well-being. Questions remain, however, over the dynamics between different group memberships and the ways in which we cognitively and emotionally acquire these. In particular, current assessment methods are missing that can be applied to naturally occurring data, such as online interactions, to better understand the dynamics and impact of group memberships in naturalistic settings. To provide researchers with a method for assessing specific group memberships of interest, we have developed ASIA (Automated Social Identity Assessment), an analytical protocol that uses linguistic style indicators in text to infer which group membership is salient in a given moment, accompanied by an in-depth open-source Jupyter Notebook tutorial (https://github.com/Identity-lab/Tutorial-on-salient-social-Identity-detection-model). Here, we first discuss the challenges in the study of salient group memberships, and how ASIA can address some of these. We then demonstrate how our analytical protocol can be used to create a method for assessing which of two specific group memberships—parents and feminists—is salient using online forum data, and how the quality (validity) of the measurement and its interpretation can be tested using two further corpora as well as an experimental study. We conclude by discussing future developments in the field. The online version contains supplementary material available at 10.3758/s13428-020-01511-3.
DOI: 10.1348/014466699164086
发表时间: 1999-06-01
影响因子: 5.4
作者:
David, B;Turner, JC
通讯作者: Turner, JC
DOI: 10.1037/xge0000077
发表时间: 2015-08-01
影响因子: 4.1
作者:
Coman, Alin;Hirst, William
通讯作者: Hirst, William
DOI: 10.1080/17470919.2019.1703807
发表时间: 2020-01-10
影响因子: 2
作者:
Domen, Ilona;Derks, Belle;Scheepers, Daan
通讯作者: Scheepers, Daan
DOI: 10.1037/a0020168
发表时间: 2010-07-01
期刊: The American psychologist
影响因子: --
作者:
通讯作者: --
DOI: 10.1016/j.jpubeco.2014.12.011
发表时间: 2015-03-01
影响因子: 9.8
作者:
Afridi, Farzana;Li, Sherry Xin;Ren, Yufei
通讯作者: Ren, Yufei