Literature DB >> 35130778

Text Analysis of Suicide Risk in Adolescents and Young Adults.

Jia-Wen Guo1, Julianne Kimmel2, Lauri A Linder3.   

Abstract

OBJECTIVE: Suicide is of primary public concern for adolescents and young adults (AYAs) who commonly use social media platforms to express their suicidal thoughts and behaviors. Understanding how AYAs communicate their suicide-related thoughts and behaviors in texts can support early detection of suicide risk from their social media posts. Therefore, this study sought to identify themes relevant to suicide risk in AYAs and explore words or terms used by AYAs when they described suicidal thoughts and behaviors.
METHOD: This secondary data analysis utilized an existing data set collected from 255 AYAs between 12 and 25 years of age, who provided brief descriptions of how they and their peers expressed their experiences of self-harm, suicidal thinking, and attempts. Text analysis was conducted using KH Coder software. Three-step theory of suicide was used to guide a content analysis to explore the key themes from the narratives.
RESULTS: A word co-occurrence network with 24 clusters of words was generated from the text analysis. These word clusters were further grouped into pain or hopelessness, connectedness, and capacity to attempt suicide in the content analysis. Six subthemes corresponding to these three themes were identified to provide detailed information: psychological or physical pain, hopelessness, relationship, help seeking, methods, and outcomes. Moreover, several slang terms and acronyms (e.g., Kermit Sewage Slide, KMS) were also identified.
CONCLUSIONS: The findings of this study, including themes and slang terms and acronyms, are valuable to facilitate the use of terms or phrases within social media texts to identify suicide risk in AYAs.

Entities:  

Keywords:  adolescent psychiatry; college populations; community mental health; informatics

Year:  2022        PMID: 35130778      PMCID: PMC9362958          DOI: 10.1177/10783903221077292

Source DB:  PubMed          Journal:  J Am Psychiatr Nurses Assoc        ISSN: 1078-3903            Impact factor:   2.056


  18 in total

Review 1.  Psychological pain: a review of evidence.

Authors:  Steven Mee; Blynn G Bunney; Christopher Reist; Steve G Potkin; William E Bunney
Journal:  J Psychiatr Res       Date:  2006-05-24       Impact factor: 4.791

2.  Suicide Rates Among Adolescents and Young Adults in the United States, 2000-2017.

Authors:  Oren Miron; Kun-Hsing Yu; Rachel Wilf-Miron; Isaac S Kohane
Journal:  JAMA       Date:  2019-06-18       Impact factor: 56.272

3.  Social Media and Suicide: A Validation of Terms to Help Identify Suicide-related Social Media Posts.

Authors:  Scott Parrott; Brian C Britt; Jameson L Hayes; David L Albright
Journal:  J Evid Based Soc Work (2019)       Date:  2020-07-03

4.  Hopelessness as a Predictor of Suicide Ideation in Depressed Male and Female Adolescent Youth.

Authors:  Kristin L Wolfe; Paul A Nakonezny; Victoria J Owen; Katherine V Rial; Alexandra P Moorehead; Beth D Kennard; Graham J Emslie
Journal:  Suicide Life Threat Behav       Date:  2017-12-21

5.  Mental pain and its relationship to suicidality and life meaning.

Authors:  Israel Orbach; Mario Mikulincer; Eva Gilboa-Schechtman; Pinhas Sirota
Journal:  Suicide Life Threat Behav       Date:  2003

6.  Social media use and adolescent sleep patterns: cross-sectional findings from the UK millennium cohort study.

Authors:  Holly Scott; Stephany M Biello; Heather Cleland Woods
Journal:  BMJ Open       Date:  2019-10-22       Impact factor: 2.692

Review 7.  Mental Pain and Suicide: A Systematic Review of the Literature.

Authors:  Maria Cristina Verrocchio; Danilo Carrozzino; Daniela Marchetti; Kate Andreasson; Mario Fulcheri; Per Bech
Journal:  Front Psychiatry       Date:  2016-06-20       Impact factor: 4.157

8.  Detection of Suicidal Ideation on Social Media: Multimodal, Relational, and Behavioral Analysis.

Authors:  Diana Ramírez-Cifuentes; Ana Freire; Ricardo Baeza-Yates; Joaquim Puntí; Pilar Medina-Bravo; Diego Alejandro Velazquez; Josep Maria Gonfaus; Jordi Gonzàlez
Journal:  J Med Internet Res       Date:  2020-07-07       Impact factor: 5.428

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