Kunmi Sobowale, Jamie Sarah Castleman, Sophia Yingruo Zhao
{"title":"社交媒体视频中的产后抑郁与母婴亲密体验:定性内容分析","authors":"Kunmi Sobowale, Jamie Sarah Castleman, Sophia Yingruo Zhao","doi":"10.2196/59125","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>While the negative effects of postpartum depression on maternal-infant bonding are well-documented, our understanding of how it exerts these effects remains incomplete. A better understanding of how maternal postpartum depression affects bonding can enable clinicians to better identify and support mothers with difficulties bonding with their children.</p><p><strong>Objective: </strong>This study aims to describe the bonding experiences of mothers with postpartum depression through an analysis of short-form videos and user engagement.</p><p><strong>Methods: </strong>We collected publicly available highly-viewed TikTok videos using hashtags associated with postpartum depression and associated engagement metrics in May 2023. After manual screening, we extracted 533 videos related to the mother-infant bond, from which we analyzed a random subset of 159 videos. We abstracted categories from videos using a hybrid deductive and inductive approach. Negative binomial regression models of video likes, views, shares, and comment count were used with content categories and the creator's numbers of followers as independent variables.</p><p><strong>Results: </strong>Abstraction of content from mother-infant bond videos resulted in six categories: (1) navigating anxiety and anger, (2) creating physical and emotional boundaries, (3) overwhelmed by demands of caregiving, (4) subverted expectations, (5) enduring and finding strength through the challenge of postpartum depression, and (6) can't remember early life. Subverted expectations and navigating anxiety and anger categories were associated with increased views (rate ratio [RR] 1.72, 95% CI 1.22-2.43; RR 1.61, 95% CI 1.09-2.38, respectively), likes (RR 3.61, 95% CI 2.55-5.11; RR 3.96, 95% CI 2.69-5.85, respectively), shares (RR 2.95, 95%CI 2.09-4.18; RR 2.45, 95% CI 1.66-3.61, respectively), and comments (RR 2.78, 95% CI 1.97-3.94; RR 1.89, 95% CI 1.28-2.79, respectively). Sensitivity analysis with creators with fewer followers mostly aligned with these results.</p><p><strong>Conclusions: </strong>This qualitative content analysis of short-form videos identified specific ways postpartum depression impacts the mother-infant bond, highlighting strategies for clinicians to support bonding. Analysis of engagement metrics further demonstrated the types of experiences that most resonate with viewers. Our findings demonstrate the potential of this qualitative method to augment understanding of lived experiences.</p>","PeriodicalId":73554,"journal":{"name":"JMIR infodemiology","volume":"5 ","pages":"e59125"},"PeriodicalIF":3.5000,"publicationDate":"2025-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis.\",\"authors\":\"Kunmi Sobowale, Jamie Sarah Castleman, Sophia Yingruo Zhao\",\"doi\":\"10.2196/59125\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>While the negative effects of postpartum depression on maternal-infant bonding are well-documented, our understanding of how it exerts these effects remains incomplete. A better understanding of how maternal postpartum depression affects bonding can enable clinicians to better identify and support mothers with difficulties bonding with their children.</p><p><strong>Objective: </strong>This study aims to describe the bonding experiences of mothers with postpartum depression through an analysis of short-form videos and user engagement.</p><p><strong>Methods: </strong>We collected publicly available highly-viewed TikTok videos using hashtags associated with postpartum depression and associated engagement metrics in May 2023. After manual screening, we extracted 533 videos related to the mother-infant bond, from which we analyzed a random subset of 159 videos. We abstracted categories from videos using a hybrid deductive and inductive approach. Negative binomial regression models of video likes, views, shares, and comment count were used with content categories and the creator's numbers of followers as independent variables.</p><p><strong>Results: </strong>Abstraction of content from mother-infant bond videos resulted in six categories: (1) navigating anxiety and anger, (2) creating physical and emotional boundaries, (3) overwhelmed by demands of caregiving, (4) subverted expectations, (5) enduring and finding strength through the challenge of postpartum depression, and (6) can't remember early life. Subverted expectations and navigating anxiety and anger categories were associated with increased views (rate ratio [RR] 1.72, 95% CI 1.22-2.43; RR 1.61, 95% CI 1.09-2.38, respectively), likes (RR 3.61, 95% CI 2.55-5.11; RR 3.96, 95% CI 2.69-5.85, respectively), shares (RR 2.95, 95%CI 2.09-4.18; RR 2.45, 95% CI 1.66-3.61, respectively), and comments (RR 2.78, 95% CI 1.97-3.94; RR 1.89, 95% CI 1.28-2.79, respectively). Sensitivity analysis with creators with fewer followers mostly aligned with these results.</p><p><strong>Conclusions: </strong>This qualitative content analysis of short-form videos identified specific ways postpartum depression impacts the mother-infant bond, highlighting strategies for clinicians to support bonding. Analysis of engagement metrics further demonstrated the types of experiences that most resonate with viewers. Our findings demonstrate the potential of this qualitative method to augment understanding of lived experiences.</p>\",\"PeriodicalId\":73554,\"journal\":{\"name\":\"JMIR infodemiology\",\"volume\":\"5 \",\"pages\":\"e59125\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2025-05-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"JMIR infodemiology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2196/59125\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"HEALTH CARE SCIENCES & SERVICES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"JMIR infodemiology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2196/59125","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"HEALTH CARE SCIENCES & SERVICES","Score":null,"Total":0}
引用次数: 0
摘要
背景:虽然产后抑郁对母婴关系的负面影响是有理有据的,但我们对其如何发挥这些影响的理解仍然不完整。更好地了解母亲产后抑郁症是如何影响亲子关系的,可以使临床医生更好地识别和支持那些难以与孩子建立亲密关系的母亲。目的:本研究旨在通过对短视频和用户参与度的分析来描述产后抑郁症母亲的亲密体验。方法:我们在2023年5月使用与产后抑郁症相关的标签和相关的参与指标收集了公开可用的高浏览量TikTok视频。经过人工筛选,我们提取了533个与母子关系相关的视频,从中我们随机分析了159个视频子集。我们使用混合演绎和归纳的方法从视频中抽象类别。使用视频点赞、观看、分享和评论数的负二项回归模型,内容类别和创作者的关注者数量作为自变量。结果:从母婴关系视频中提取的内容可以分为六个类别:(1)导航焦虑和愤怒,(2)创造身体和情感界限,(3)被照顾的需求压倒,(4)颠覆期望,(5)忍受产后抑郁症的挑战并找到力量,(6)记不清早期生活。颠覆性期望和导航焦虑和愤怒类别与增加的观点相关(比率比[RR] 1.72, 95% CI 1.22-2.43;RR 1.61, 95% CI 1.09-2.38), like (RR 3.61, 95% CI 2.55-5.11;RR 3.96, 95%CI 2.69-5.85),股份(RR 2.95, 95%CI 2.09-4.18;RR 2.45, 95% CI 1.66-3.61)和评论(RR 2.78, 95% CI 1.97-3.94;RR 1.89, 95% CI 1.28-2.79)。对粉丝较少的创作者进行敏感性分析,结果与上述结果基本一致。结论:对短视频的定性内容分析确定了产后抑郁症影响母婴关系的具体方式,并强调了临床医生支持母婴关系的策略。对用户粘性指标的分析进一步证明了最能引起观众共鸣的体验类型。我们的发现证明了这种定性方法在增强对生活经历的理解方面的潜力。
Postpartum Depression and Maternal-Infant Bonding Experiences in Social Media Videos: Qualitative Content Analysis.
Background: While the negative effects of postpartum depression on maternal-infant bonding are well-documented, our understanding of how it exerts these effects remains incomplete. A better understanding of how maternal postpartum depression affects bonding can enable clinicians to better identify and support mothers with difficulties bonding with their children.
Objective: This study aims to describe the bonding experiences of mothers with postpartum depression through an analysis of short-form videos and user engagement.
Methods: We collected publicly available highly-viewed TikTok videos using hashtags associated with postpartum depression and associated engagement metrics in May 2023. After manual screening, we extracted 533 videos related to the mother-infant bond, from which we analyzed a random subset of 159 videos. We abstracted categories from videos using a hybrid deductive and inductive approach. Negative binomial regression models of video likes, views, shares, and comment count were used with content categories and the creator's numbers of followers as independent variables.
Results: Abstraction of content from mother-infant bond videos resulted in six categories: (1) navigating anxiety and anger, (2) creating physical and emotional boundaries, (3) overwhelmed by demands of caregiving, (4) subverted expectations, (5) enduring and finding strength through the challenge of postpartum depression, and (6) can't remember early life. Subverted expectations and navigating anxiety and anger categories were associated with increased views (rate ratio [RR] 1.72, 95% CI 1.22-2.43; RR 1.61, 95% CI 1.09-2.38, respectively), likes (RR 3.61, 95% CI 2.55-5.11; RR 3.96, 95% CI 2.69-5.85, respectively), shares (RR 2.95, 95%CI 2.09-4.18; RR 2.45, 95% CI 1.66-3.61, respectively), and comments (RR 2.78, 95% CI 1.97-3.94; RR 1.89, 95% CI 1.28-2.79, respectively). Sensitivity analysis with creators with fewer followers mostly aligned with these results.
Conclusions: This qualitative content analysis of short-form videos identified specific ways postpartum depression impacts the mother-infant bond, highlighting strategies for clinicians to support bonding. Analysis of engagement metrics further demonstrated the types of experiences that most resonate with viewers. Our findings demonstrate the potential of this qualitative method to augment understanding of lived experiences.