Examining the relationship between COVID-19 and suicide in media coverage through Natural Language Processing analysis

IF 2.5 4区 医学 Q2 PSYCHIATRY European Journal of Psychiatry Pub Date : 2023-10-09 DOI:10.1016/j.ejpsy.2023.100227
Hugo J. Bello , Nora Palomar-Ciria , Celia Lozano , Carlos Gutiérrez-Alonso , Enrique Baca-García
{"title":"Examining the relationship between COVID-19 and suicide in media coverage through Natural Language Processing analysis","authors":"Hugo J. Bello ,&nbsp;Nora Palomar-Ciria ,&nbsp;Celia Lozano ,&nbsp;Carlos Gutiérrez-Alonso ,&nbsp;Enrique Baca-García","doi":"10.1016/j.ejpsy.2023.100227","DOIUrl":null,"url":null,"abstract":"<div><h3>Background and objectives</h3><p>Suicide is a major public health concern, media can influence its awareness, contagion, and prevention. In this study, we evaluated the relationship between the COVID-19 pandemic and suicide in media coverage through Natural Language Processing analysis (NPL).</p></div><div><h3>Methods</h3><p>To study how suicide is depicted in news media, Artificial Intelligence and Big Data techniques were used to analyze news and tweets, to extract or classify the topic to which they belonged.</p></div><div><h3>Results</h3><p>A granger causality analysis showed with significant <em>p</em>-value that an increase in <em>covid</em> news at the beginning of the pandemic explains a later rise in suicide-related news. An analysis based on correlation and structural causal models show a strong relationship between the appearance of subjects “health” and “covid”, and also between “covid” and “suicide”.</p></div><div><h3>Conclusions</h3><p>Our analysis also uncovers that the inclusion of suicide-related news in the category health has grown since the outbreak of the pandemic. The COVID-19 pandemic has posed an inflection point in the way suicide-related news are reported. Our study found that the increased media attention on suicide during the COVID-19 pandemic may indicate rising social awareness of suicide and mental health, which could lead to the development of new prevention tools.</p></div>","PeriodicalId":12045,"journal":{"name":"European Journal of Psychiatry","volume":"38 1","pages":"Article 100227"},"PeriodicalIF":2.5000,"publicationDate":"2023-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Journal of Psychiatry","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S021361632300040X","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PSYCHIATRY","Score":null,"Total":0}
引用次数: 0

Abstract

Background and objectives

Suicide is a major public health concern, media can influence its awareness, contagion, and prevention. In this study, we evaluated the relationship between the COVID-19 pandemic and suicide in media coverage through Natural Language Processing analysis (NPL).

Methods

To study how suicide is depicted in news media, Artificial Intelligence and Big Data techniques were used to analyze news and tweets, to extract or classify the topic to which they belonged.

Results

A granger causality analysis showed with significant p-value that an increase in covid news at the beginning of the pandemic explains a later rise in suicide-related news. An analysis based on correlation and structural causal models show a strong relationship between the appearance of subjects “health” and “covid”, and also between “covid” and “suicide”.

Conclusions

Our analysis also uncovers that the inclusion of suicide-related news in the category health has grown since the outbreak of the pandemic. The COVID-19 pandemic has posed an inflection point in the way suicide-related news are reported. Our study found that the increased media attention on suicide during the COVID-19 pandemic may indicate rising social awareness of suicide and mental health, which could lead to the development of new prevention tools.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
通过自然语言处理分析研究媒体报道中新冠肺炎与自杀之间的关系
背景和目的自杀是一个主要的公共卫生问题,媒体可以影响其意识、传染和预防。在这项研究中,我们通过自然语言处理分析(NPL)评估了新冠肺炎大流行与媒体报道中自杀之间的关系。方法为了研究自杀在新闻媒体中的描述,运用人工智能和大数据技术对新闻和推文进行分析,提取或分类其所属话题。结果granger因果关系分析以显著p值显示,在大流行开始时新冠肺炎新闻的增加解释了随后自杀相关新闻的增加。基于相关性和结构因果模型的分析显示,受试者的外表“健康”与“新冠肺炎”之间以及“新冠肺炎”与“自杀”之间存在着强烈的关系。结论我们的分析还发现,自疫情爆发以来,将自杀相关新闻纳入健康类别的人数有所增加。新冠肺炎大流行为自杀相关新闻的报道方式带来了转折点。我们的研究发现,在新冠肺炎大流行期间,媒体对自杀的关注增加,这可能表明社会对自杀和心理健康的认识不断提高,这可能会导致新的预防工具的开发。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
2.90
自引率
0.00%
发文量
40
审稿时长
43 days
期刊介绍: The European journal of psychiatry is a quarterly publication founded in 1986 and directed by Professor Seva until his death in 2004. It was originally intended to report “the scientific activity of European psychiatrists” and “to bring about a greater degree of communication” among them. However, “since scientific knowledge has no geographical or cultural boundaries, is open to contributions from all over the world”. These principles are maintained in the new stage of the journal, now expanded with the help of an American editor.
期刊最新文献
Psychopathological and cardiometabolic efficacy of a nutritional education intervention based on symbiotics in schizophrenia spectrum disorders. Two-arm Randomised Clinical Trial Is it possible to circumnavigate the APIcalypse? On challenges to study mental health in the age of digitalization and AI An expert Delphi consensus for the characteristics of an ideal clozapine-specific side effect scale Psychotherapy training in psychiatry residencies: A review of trainees’ perspectives Exploring direct experience as a core element behind mindfulness-based cognitive therapy
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1