Moral Framing of Mental Health Discourse and Its Relationship to Stigma: A Comparison of Social Media and News

被引:2
|
作者
Mittal, Shravika [1 ]
De Choudhury, Munmun [1 ]
机构
[1] Georgia Inst Technol, Atlanta, GA 30332 USA
关键词
moral foundation theory; mental health discourse; twitter; news; media; BERT; stigma; CONTEXT COLLAPSE; ILLNESS; CONSTRUCTION; FOUNDATIONS; REFLECTIONS; PSYCHOLOGY; EXPERIENCE; CULTURE; FUTURE; NO;
D O I
10.1145/3544548.3580834
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mental health discussions on public forums influence the perceptions of people. Negative consequences may result from hostile and "othering" portrayals of people with mental disorders. Adopting the lens of Moral Foundation Theory (MFT), we study framings of mental health discourse on Twitter and News, and how moral underpinnings abate or exacerbate stigma. We adopted a large language model based representation framework to score 13,277,115 public tweets and 21,167 news articles against MFT's five foundations. We found discussions on Twitter to demonstrate compassion, justice and equity-centered moral values for those suffering from mental illness, in contrast to those on News. That said, stigmatized discussions appeared on both Twitter and News, with news articles being more stigmatizing than tweets. We discuss implications for public health authorities to refine measures for safe reporting of mental health, and for social media platforms to design affordances that enable empathetic discourse.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] PTSD in the News: Media Framing, Stigma, and Myths About Mental Illness
    Parrott, Scott
    [J]. ELECTRONIC NEWS, 2023, 17 (03) : 181 - 197
  • [2] A Framework for Understanding the Relationship between Social Media Discourse and Mental Health
    Mendu, Sanjana
    Baglione, Anna
    Baee, Sonia
    Wu, Congyu
    Ng, Brandon
    Shaked, Adi
    Clore, Gerald
    Boukhechba, Mehdi
    Barnes, Laura
    [J]. Proceedings of the ACM on Human-Computer Interaction, 2020, 4 (CSCW2)
  • [3] Social Comparison Framing in Health News and Its Effect on Perceptions of Group Risk
    Bigman, Cabral A.
    [J]. HEALTH COMMUNICATION, 2014, 29 (03) : 267 - 280
  • [4] Mental Health, Discourse and Stigma
    Zayts-Spence, Olga
    Edmonds, David
    Fortune, Zoe
    [J]. BMC PSYCHOLOGY, 2023, 11 (01)
  • [5] Mental Health, Discourse and Stigma
    Olga Zayts-Spence
    David Edmonds
    Zoe Fortune
    [J]. BMC Psychology, 11
  • [6] News Media Framing and the Public Discourse of Digital Competences
    Dias-Trindade, Sara
    Vicente, Paulo Nuno
    [J]. REVISTA EDUCAONLINE, 2021, 15 (02): : 66 - 86
  • [7] Supporting Constructive Mental Health Discourse in Social Media
    Blair, Johnna
    Abdullah, Saeed
    [J]. PROCEEDINGS OF THE 12TH EAI INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING TECHNOLOGIES FOR HEALTHCARE (PERVASIVEHEALTH 2018), 2018, : 299 - 303
  • [8] Identity Management and Mental Health Discourse in Social Media
    Pavalanathan, Umashanthi
    De Choudhury, Munmun
    [J]. WWW'15 COMPANION: PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB, 2015, : 315 - 321
  • [9] Modeling Framing in Immigration Discourse on Social Media
    Mendelsohn, Julia
    Budak, Ceren
    Jurgens, David
    [J]. 2021 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES (NAACL-HLT 2021), 2021, : 2219 - 2246
  • [10] News Framing and Platform Affordances in Social Media
    Civila, Sabina
    Lugo-Ocando, Jairo Alfonso
    [J]. JOURNALISM PRACTICE, 2024,