{"title":"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","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":"{\"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}","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}
Using YouTube Comments Data to Explore Postpartum Depression in Social Media: An Infodemiology Study.
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.
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.
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