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
刊名PSYCH JOURNAL
2021-02-02
页码16
关键词family violence machine learning prediction model online ecological recognition personality change Weibo
ISSN号2046-0252
DOI10.1002/pchj.429
产权排序1
文献子类实证研究
英文摘要

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.

资助项目National Natural Science Foundation of China[31700984] ; Youth Innovation Promotion Association CAS
WOS研究方向Psychology
出版者WILEY
WOS记录号WOS:000613893500001
内容类型期刊论文
源URL[http://ir.psych.ac.cn/handle/311026/38370]  
专题心理研究所_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
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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