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

IF 4.8 2区 医学 Q1 PSYCHIATRY Jmir Mental Health Pub Date : 2024-07-03 DOI:10.2196/49879
Jasmine C Foriest, Shravika Mittal, Eugenia Kim, Andrea Carmichael, Natalie Lennon, Steven A Sumner, Munmun De Choudhury
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Abstract

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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新闻媒体对自杀情况和性别的报道:混合方法分析
背景:自杀是全球死亡的主要原因。新闻报道准则的制定是为了遏制不安全报道的影响;然而,新闻报道中对自杀的描述可能会因自杀的环境和死者性别等重要特征而有所不同:本研究旨在探讨新闻媒体在报道自杀事件时,在多大程度上使用了污名化或美化的语言,以及不同性别和自杀情况下这种语言的差异:我们分析了 200 篇有关自杀事件的新闻报道,并采用经过验证的自杀污名化量表来识别污名化和美化语言。我们利用基于机器学习的大型语言模型,通过余弦相似度和互信息得分这两个广泛使用的指标来评估语言的相似性:结果:关于男性自杀的新闻报道与污名化(PConclusions:在报道自杀事件时,不同性别在侮辱性或美化性语言上的差异可能会加剧自杀的差异。
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来源期刊
Jmir Mental Health
Jmir Mental Health Medicine-Psychiatry and Mental Health
CiteScore
10.80
自引率
3.80%
发文量
104
审稿时长
16 weeks
期刊介绍: JMIR Mental Health (JMH, ISSN 2368-7959) is a PubMed-indexed, peer-reviewed sister journal of JMIR, the leading eHealth journal (Impact Factor 2016: 5.175). JMIR Mental Health focusses on digital health and Internet interventions, technologies and electronic innovations (software and hardware) for mental health, addictions, online counselling and behaviour change. This includes formative evaluation and system descriptions, theoretical papers, review papers, viewpoint/vision papers, and rigorous evaluations.
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