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Uncovering the heterogeneous effects of depression on suicide risk conditioned by linguistic features: A double machine learning approach

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成果类型:
期刊论文
作者:
Li, Sijia;Pan, Wei;Yip, Paul Siu Fai;Wang, Jing;Zhou, Wenwei;...
通讯作者:
Pan, W;Yip, PSF
作者机构:
[Pan, Wei; Zhou, Wenwei; Wang, Jing] Univ Hong Kong, Fac Social Sci, Dept Social Work & Social Adm, Hong Kong, Peoples R China.
[Pan, Wei; Zhou, Wenwei; Wang, Jing] Minist Educ, Key Lab Adolescent Cyberpsychol & Behav CCNU, Wuhan, Peoples R China.
[Pan, Wei; Zhou, Wenwei; Wang, Jing] Cent China Normal Univ, Sch Psychol, Wuhan, Peoples R China.
[Yip, Paul Siu Fai] Key Lab Human Dev & Mental Hlth Hubei Prov, Wuhan, Peoples R China.
[Zhu, Tingshao] Univ Hong Kong, Hong Kong Jockey Club Ctr Suicide Res & Prevent, Hong Kong, Peoples R China.
通讯机构:
[Pan, W ] C
[Yip, PSF ] U
Cent China Normal Univ, Sch Psychol, 152 Luoyu Rd, Wuhan 430079, Hubei, Peoples R China.
Univ Hong Kong, Fac Social Sci, Dept Social Work & Social Adm, Room 511,Jockey Club Tower,Centennial Campus, Pokfulam, Hong Kong, Peoples R China.
语种:
英文
关键词:
Depression;Suicide risk;Linguistic features;Double machine learning;Weibo
期刊:
Computers in Human Behavior
ISSN:
0747-5632
年:
2024
卷:
152
页码:
108080
基金类别:
Role of the funding source The funders had no input in study design, data collection, data analysis, data interpretation, writing of the report, or the decision to submit for publication. All authors had access to study data. The corresponding authors had full responsibility for the decision to submit for publication. CRediT authorship contribution statement Sijia Li: Conceptualization, Methodology, Formal analysis, Validation, Visualization, Writing - original draft, Writing - review & editing. Wei Pan: Conceptualization, Data curation, Investigation, acquisition, Project administration, Supervision, Writing - review & editing. Paul Siu Fai Yip: Supervision, Writing - review & editing. Jing Wang: Writing - review & editing. Wenwei Zhou: Data curation, Investigation, Visualization. Tingshao Zhu: Data curation, Writing - review & editing.
机构署名:
本校为通讯机构
院系归属:
心理学院
摘要:
Depression has been identified as a risk factor for suicide, yet limited evidence has elucidated the underlying pathways linking depression to subsequent suicide risk. Therefore, we aimed to examine the psychological mechanisms that connect depression to suicide risk via linguistic characteristics on Weibo. We sampled 487,251 posts from 3196 users who belong to the depression super-topic community (DSTC) on Sina Weibo as the depression group, and 357,939 posts from 5167 active users as the control group. We employed the double machine learning method (DML) to estimate the impact of depression ...

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