Prediction model of interaction anxiousness based on Weibo data
文献类型：期刊论文
| 作者 | Wang, Yilin1,2 ; Zhao, Nan1,2
|
| 刊名 | FRONTIERS IN PUBLIC HEALTH
 |
| 出版日期 | 2022-11-08 |
| 卷号 | 10页码:10 |
| 关键词 | interaction anxiousness mental health machine learning non-invasive identification adolescent |
| DOI | 10.3389/fpubh.2022.1045605 |
| 通讯作者 | Zhao, Nan(zhaonan@psych.ac.cn) |
| 英文摘要 | Adolescents who face social distress in real life are often accompanied by interaction anxiousness. To avoid direct social activities, they prefer to indulge in social networks to satisfy their psychological needs for interpersonal communication. Sina Weibo, China's leading social media platform, has a markedly young user base. It provides a rich sample of adolescents with interaction anxiousness and conditions for real-time monitoring. In this study, various word categories, such as perception of spatial distance and positional relationships, morality, and emotion, showed a significant relationship with interaction anxiousness. Furthermore, prediction models were established based on the original Weibo data of 839 active Sina Weibo users through a variety of machine learning algorithms to predict the scores of users' interaction anxiousness. The results showed that the performance of the prediction model established by the fully connected neural network was the best, and both criterion validity and split-half reliability were good (r(criterionvalidity) = 0.30, r(split - halfreliability) = 0.76). This study confirms the validity of the prediction model of interaction anxiousness based on social media behavior data, provides a feasible solution to examine adolescents' interaction anxiousness, and provides a scientific basis for more targeted mental health interventions. |
| 收录类别 | SCI |
| WOS关键词 | SOCIAL ANXIETY ; INTERNET ; EMOTIONS ; PHOBIA ; LIFE |
| WOS研究方向 | Public, Environmental & Occupational Health |
| 语种 | 英语 |
| WOS记录号 | WOS:000889799800001 |
| 出版者 | FRONTIERS MEDIA SA |
| 源URL | [http://ir.psych.ac.cn/handle/311026/44040]  |
| 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 |
| 作者单位 | 1.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China 2.Chinese Acad Sci, Inst Psychol, CAS Key Lab Behav Sci, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Yilin,Zhao, Nan. Prediction model of interaction anxiousness based on Weibo data[J]. FRONTIERS IN PUBLIC HEALTH,2022,10:10. |
| APA | Wang, Yilin,&Zhao, Nan.(2022).Prediction model of interaction anxiousness based on Weibo data.FRONTIERS IN PUBLIC HEALTH,10,10. |
| MLA | Wang, Yilin,et al."Prediction model of interaction anxiousness based on Weibo data".FRONTIERS IN PUBLIC HEALTH 10(2022):10. |
入库方式： OAI收割
来源：心理研究所
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