Using YouTube Comments Data to Explore Postpartum Depression in Social Media: An Infodemiology Study.

Anila Virani, Bhupinder Nagra, Joyce O'Mahony, Juanita Bacsu, Jasjot Kaur Ghatore, Sourajita Panda
{"title":"Using YouTube Comments Data to Explore Postpartum Depression in Social Media: An Infodemiology Study.","authors":"Anila Virani, Bhupinder Nagra, Joyce O'Mahony, Juanita Bacsu, Jasjot Kaur Ghatore, Sourajita Panda","doi":"10.3390/ijerph21111526","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Postpartum depression (PPD) is a prevalent mental health issue profoundly impacting both parents and their families. This study examines YouTube comments to identify common public discourse and prevalent themes surrounding PPD.</p><p><strong>Methods: </strong>We analyzed 4915 comments from 33 YouTube videos to provide a comprehensive picture of PPD-related discourse on social media. We analyzed data using engagement metrics and Braun and Clarke's thematic analysis.</p><p><strong>Results: </strong>The engagement metrics indicated that public discourse is primarily focused on the stigma associated with PPD in men and celebrities, with related videos receiving significant attention and high engagement metrics score. Thematic analysis revealed two themes: (1) perspectives of stigmatized, stigmatizer and people in between; and (2) adaptation despite adversity.</p><p><strong>Conclusion: </strong>This study provides key insights into public discourse on PPD. It highlights the importance of family and community support and advocates for a healthcare system capable of addressing the needs of stigmatized populations. A significant finding of this study is the call for action to raise awareness and debunk myths about PPD. Misconceptions worsen stigma and deter help-seeking by affected individuals. Awareness initiatives are crucial to enhance public understanding of PPD symptoms, its impact on individuals and families, and the importance of parental mental health.</p>","PeriodicalId":49056,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"21 11","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11593381/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Environmental Research and Public Health","FirstCategoryId":"103","ListUrlMain":"https://doi.org/10.3390/ijerph21111526","RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Postpartum depression (PPD) is a prevalent mental health issue profoundly impacting both parents and their families. This study examines YouTube comments to identify common public discourse and prevalent themes surrounding PPD.

Methods: We analyzed 4915 comments from 33 YouTube videos to provide a comprehensive picture of PPD-related discourse on social media. We analyzed data using engagement metrics and Braun and Clarke's thematic analysis.

Results: The engagement metrics indicated that public discourse is primarily focused on the stigma associated with PPD in men and celebrities, with related videos receiving significant attention and high engagement metrics score. Thematic analysis revealed two themes: (1) perspectives of stigmatized, stigmatizer and people in between; and (2) adaptation despite adversity.

Conclusion: This study provides key insights into public discourse on PPD. It highlights the importance of family and community support and advocates for a healthcare system capable of addressing the needs of stigmatized populations. A significant finding of this study is the call for action to raise awareness and debunk myths about PPD. Misconceptions worsen stigma and deter help-seeking by affected individuals. Awareness initiatives are crucial to enhance public understanding of PPD symptoms, its impact on individuals and families, and the importance of parental mental health.

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
利用 YouTube 评论数据探索社交媒体中的产后抑郁症:信息病理学研究
背景:产后抑郁症(PPD)是一个普遍存在的心理健康问题,对父母及其家庭都产生了深远的影响。本研究通过研究 YouTube 上的评论来确定围绕 PPD 的常见公共言论和流行主题:我们分析了来自 33 个 YouTube 视频的 4915 条评论,以全面了解社交媒体上与 PPD 相关的言论。我们使用参与度指标以及布劳恩和克拉克的主题分析法对数据进行了分析:参与度指标表明,公众讨论主要集中在男性和名人与 PPD 相关的污名化问题上,相关视频受到广泛关注,参与度指标得分也很高。主题分析揭示了两个主题:(1)被污名化者、污名化者和介于两者之间的人的观点;(2)逆境中的适应:本研究为有关 PPD 的公众讨论提供了重要见解。它强调了家庭和社区支持的重要性,并倡导建立一个能够满足被鄙视人群需求的医疗保健系统。本研究的一个重要发现是呼吁采取行动,提高人们对 PPD 的认识并揭穿有关 PPD 的神话。误解会加重耻辱感,阻碍患者寻求帮助。提高认识活动对于提高公众对 PPD 症状、其对个人和家庭的影响以及父母心理健康的重要性的认识至关重要。
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
自引率
0.00%
发文量
14422
期刊介绍: International Journal of Environmental Research and Public Health (IJERPH) (ISSN 1660-4601) is a peer-reviewed scientific journal that publishes original articles, critical reviews, research notes, and short communications in the interdisciplinary area of environmental health sciences and public health. It links several scientific disciplines including biology, biochemistry, biotechnology, cellular and molecular biology, chemistry, computer science, ecology, engineering, epidemiology, genetics, immunology, microbiology, oncology, pathology, pharmacology, and toxicology, in an integrated fashion, to address critical issues related to environmental quality and public health. Therefore, IJERPH focuses on the publication of scientific and technical information on the impacts of natural phenomena and anthropogenic factors on the quality of our environment, the interrelationships between environmental health and the quality of life, as well as the socio-cultural, political, economic, and legal considerations related to environmental stewardship and public health. The 2018 IJERPH Outstanding Reviewer Award has been launched! This award acknowledge those who have generously dedicated their time to review manuscripts submitted to IJERPH. See full details at http://www.mdpi.com/journal/ijerph/awards.
期刊最新文献
The Prevalence of Childhood Asthma, Respiratory Symptoms and Associated Air Pollution Sources Among Adolescent Learners in Selected Schools in Vhembe District, South Africa. Parenting Interventions to Prevent and Reduce Physical Punishment: A Scoping Review. Prevalence and Determinants of Household Self-Reported Diabetes Mellitus in Gauteng, South Africa. Spatial and Temporal Analysis of Hospitalizations Due to Primary Care-Sensitive Conditions Related to Diabetes Mellitus in a State in the Northeast of Brazil. The Association Between Cadmium Exposure and Prostate Cancer: An Updated Systematic Review and Meta-Analysis.
×
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