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Author:

Hu, Shengxin (Hu, Shengxin.) | Wang, Qing (Wang, Qing.) | Chen, Lu (Chen, Lu.) | Zhang, Xingxin (Zhang, Xingxin.) | Huang, Leiqing (Huang, Leiqing.) | He, Tianyu (He, Tianyu.) | Li, Songhe (Li, Songhe.) | Dong, Xiangmin (Dong, Xiangmin.) | Yang, Bingxiang (Yang, Bingxiang.)

Indexed by:

EI Scopus

Abstract:

Online social media provides people with a platform to express their emotions anonymously. Social media has been identified as an important data source for suicide prevention related to emotional problems in China. Almost Three million messages were published by 450,000 users in a particular Chinese social media data base. This study aims to develop a Crisis Balance Analysis Model based on concepts of 'balancing factors'as described by Aguilera. Through interactions with psychological experts, deep learning architecture that was built and refined. Three annotation levels free annotations (zero cost), easy annotations (by psychology students), and hard annotations (by psychology experts) were used. Our Model was evaluated accordingly and showed that its performance at each level was promising. Finally, suicide risks, cognitive distortions and interpersonal problems could be identified for messages from social media users using this model, which providing basis for proactive crisis intervention. © 2021 ACM.

Keyword:

Social networking (online) Social sciences computing Deep learning

Author Community:

  • [ 1 ] [Hu, Shengxin]School of Nursing, Wuhan University, Wuhan Hubei, China
  • [ 2 ] [Wang, Qing]School of Nursing, Wuhan University, Wuhan Hubei, China
  • [ 3 ] [Chen, Lu]School of Nursing, Wuhan University, Wuhan Hubei, China
  • [ 4 ] [Zhang, Xingxin]School of Nursing, Wuhan University, Wuhan Hubei, China
  • [ 5 ] [Huang, Leiqing]School of Nursing, Wuhan University, Wuhan Hubei, China
  • [ 6 ] [He, Tianyu]School of Nursing, Wuhan University, Wuhan Hubei, China
  • [ 7 ] [Li, Songhe]School of Nursing, Wuhan University, Wuhan Hubei, China
  • [ 8 ] [Dong, Xiangmin]School of Software, Beijing University of Technology, Beijing, China
  • [ 9 ] [Yang, Bingxiang]School of Nursing, Wuhan University, Wuhan Hubei, China

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Year: 2021

Page: 157-161

Language: English

Cited Count:

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SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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