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Suicide Possibility Scale Detection via Sina Weibo Analytics: Preliminary Results
Gu, Yun1; Chen, Deyuan1; Liu, Xiaoqian2,3
第一作者Yun Gu
通讯作者邮箱chendy@ucas.ac.cn (d.c.) ; liuxiaoqian@psych.ac.cn (x.l.)
心理所单位排序2
摘要

Suicide, as an increasingly prominent social problem, has attracted widespread social attention in the mental health field. Traditional suicide clinical assessment and risk questionnaires lack timeliness and proactivity, and high-risk groups often conceal their intentions, which is not conducive to early suicide prevention. In this study, we used machine-learning algorithms to extract text features from Sina Weibo data and built a suicide risk-prediction model to predict four dimensions of the Suicide Possibility Scale-hopelessness, suicidal ideation, negative self-evaluation, and hostility-all with model validity of 0.34 or higher. Through this method, we can detect the symptoms of suicidal ideation in a more detailed way and improve the proactiveness and accuracy of suicide risk prevention and control.

关键词suicidal ideation machine learning suicide possibility scale
2023
语种英语
DOI10.3390/ijerph20010466
发表期刊INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH
卷号20期号:1页码:11
期刊论文类型综述
收录类别SCI ; SSCI
资助项目Fundamental Research Funds for the Central Universities ; Scientific Foundation of Institute of Psychology, Chinese Academy of Sciences ; [E2E41902X2] ; [E2CX4735YZ]
出版者MDPI
WOS关键词RISK ; LIWC
WOS研究方向Environmental Sciences & Ecology ; Public, Environmental & Occupational Health
WOS类目Environmental Sciences ; Public, Environmental & Occupational Health
WOS记录号WOS:000909205600001
WOS分区Q1
资助机构Fundamental Research Funds for the Central Universities ; Scientific Foundation of Institute of Psychology, Chinese Academy of Sciences
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://ir.psych.ac.cn/handle/311026/44485
专题社会与工程心理学研究室
通讯作者Chen, Deyuan; Liu, Xiaoqian
作者单位1.Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China
2.Chinese Acad Sci, Inst Psychol, Beijing 100101, Peoples R China
3.Univ Chinese Acad Sci, Dept Psychol, Beijing 100049, Peoples R China
通讯作者单位中国科学院心理研究所
推荐引用方式
GB/T 7714
Gu, Yun,Chen, Deyuan,Liu, Xiaoqian. Suicide Possibility Scale Detection via Sina Weibo Analytics: Preliminary Results[J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH,2023,20(1):11.
APA Gu, Yun,Chen, Deyuan,&Liu, Xiaoqian.(2023).Suicide Possibility Scale Detection via Sina Weibo Analytics: Preliminary Results.INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH,20(1),11.
MLA Gu, Yun,et al."Suicide Possibility Scale Detection via Sina Weibo Analytics: Preliminary Results".INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 20.1(2023):11.
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