News Media Framing of Suicide Circumstances and Gender: Mixed Methods Analysis

被引:0
|
作者
Foriest, Jasmine C. [1 ]
Mittal, Shravika [1 ]
Kim, Eugenia [1 ]
Carmichael, Andrea [2 ]
Lennon, Natalie [2 ,3 ]
Sumner, Steven A. [2 ]
De Choudhury, Munmun [1 ]
机构
[1] Georgia Inst Technol, Sch Interact Comp, 225 North Ave NW, Atlanta, GA 30332 USA
[2] CDCP, Natl Ctr Injury Prevent & Control, Atlanta, GA USA
[3] Accenture, Arlington, VA USA
来源
JMIR MENTAL HEALTH | 2024年 / 11卷
基金
美国国家卫生研究院;
关键词
suicide; framing; disparities; reporting guidelines; gender; stigma; glorification; glorify; glorifying; suicidal; self harm; suicides; stigmatizing; stigmatization; reporting; news; journalist; journalists; journalism; machine learning; NLP; natural language processing; LLM; LLMs; language model; language models; linguistic; linguistics; reporter; reporters; digital mental health; mHealth; media; HELP-SEEKING; STIGMA; GUIDELINES; IMPACT; RISK;
D O I
10.2196/49879
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Background: Suicide is a leading cause of death worldwide. Journalistic reporting guidelines were created to curb the impact of unsafe reporting; however, how suicide is framed in news reports may differ by important characteristics such as the circumstances and the decedent's gender. Objective: This study aimed to examine the degree to which news media reports of suicides are framed using stigmatized or glorified language and differences in such framing by gender and circumstance of suicide. Methods: We analyzed 200 news articles regarding suicides and applied the validated Stigma of Suicide Scale to identify stigmatized and glorified language. We assessed linguistic similarity with 2 widely used metrics, cosine similarity and mutual information scores, using a machine learning-based large language model. Results: News reports of male suicides were framed more similarly to stigmatizing (P<.001) and glorifying (P=.005) language than reports of female suicides. Considering the circumstances of suicide, mutual information scores indicated that differences in the use of stigmatizing or glorifying language by gender were most pronounced for articles attributing legal (0.155), relationship (0.268), or mental health problems (0.251) as the cause. Conclusions: Linguistic differences, by gender, in stigmatizing or glorifying language when reporting suicide may exacerbate suicide disparities.
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页数:12
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