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 |
DOI | 10.1002/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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