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The impact of family violence incidents on personality changes: An examination of social media users' messages in China
Li, Sijia1,2; Liu, Mingming1; Zhao, Nan1,2; Xue, Jia3; Wang, Xuefei1; Jiao, Dongdong4; Zhu, Tingshao1,2
第一作者Li, Sijia
通讯作者邮箱zhaonan@psych.ac.cn ; tszhu@psych.ac.cn
心理所单位排序1
摘要

Changes in personality tend to be intertwined with life events (e.g., family violence [FV]). This study aimed to examine the personality changes before and after an FV incident using Weibo data. Samples were selected from 1.16 million Weibo users in China who had posted their own FV experience as victims. We used Linguistic Inquiry and Word Count (LIWC) to extract the linguistic features of these unstructured texts as the scores of participants' personality. We built prediction models to measure and compare personality differences between the victim group and control group in Sample 1; and personality changes between the victim group and control group before and after an FV incident in Sample 2. Results showed that the victims' neuroticism increased and conscientiousness decreased after experiencing FV. At the same time, their agreeableness and openness levels were lower than those of the control group. Implications and limitations are also discussed.

关键词family violence machine learning prediction model online ecological recognition personality change Weibo
2021-02-02
DOI10.1002/pchj.429
发表期刊PSYCH JOURNAL
ISSN2046-0252
页码16
期刊论文类型实证研究
收录类别SCI
资助项目National Natural Science Foundation of China[31700984] ; Youth Innovation Promotion Association CAS
出版者WILEY
WOS研究方向Psychology
WOS类目Psychology, Multidisciplinary
WOS记录号WOS:000613893500001
WOS分区Q3
引用统计
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/38371
专题中国科学院行为科学重点实验室
通讯作者Zhao, Nan; Zhu, Tingshao
作者单位1.Chinese Acad Sci, Inst Psychol, CAS Key Lab Behav Sci, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China
3.Univ Toronto, Factor Inwentash Fac Social Work, Toronto, ON, Canada
4.6th Res Inst China Elect Corp, Beijing, Peoples R China
第一作者单位中国科学院行为科学重点实验室
通讯作者单位中国科学院行为科学重点实验室
推荐引用方式
GB/T 7714
Li, Sijia,Liu, Mingming,Zhao, Nan,et al. The impact of family violence incidents on personality changes: An examination of social media users' messages in China[J]. PSYCH JOURNAL,2021:16.
APA Li, Sijia.,Liu, Mingming.,Zhao, Nan.,Xue, Jia.,Wang, Xuefei.,...&Zhu, Tingshao.(2021).The impact of family violence incidents on personality changes: An examination of social media users' messages in China.PSYCH JOURNAL,16.
MLA Li, Sijia,et al."The impact of family violence incidents on personality changes: An examination of social media users' messages in China".PSYCH JOURNAL (2021):16.
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