Toxic Relationships Described by People With Breast Cancer on Reddit: Topic Modeling Study.

IF 3.3 Q2 ONCOLOGY JMIR Cancer Pub Date : 2024-02-23 DOI:10.2196/48860
Cara Anne Davidson, Richard Booth, Kimberley Teresa Jackson, Tara Mantler
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Abstract

Background: Social support is essential to promoting optimal health outcomes for women with breast cancer. However, an estimated 12% of women with breast cancer simultaneously experience intimate partner violence (IPV; physical, psychological, or sexual abuse by an intimate partner). Women who experience IPV during breast cancer may lack traditional social support, and thus seek out alternative sources of support. Online community forums, such as Reddit, can provide accessible social connections within breast cancer-specific communities. However, it is largely unknown how women with breast cancer use Reddit to describe and seek support for experiences of IPV.

Objective: This study aims to explore how patients with breast cancer describe toxic relationships with their partners and immediate family members on Reddit.

Methods: This exploratory, cross-sectional, topic-modeling study analyzed textual data from 96 users in the r/breastcancer subreddit in February 2023. The meaning extraction method, inclusive of principal component analysis, was used to identify underlying components. Components were subjected to sentiment analysis and summative content analysis with emergent categorical development to articulate themes.

Results: Seven themes emerged related to toxic relationships: (1) contextualizing storytelling with lymph nodes, (2) toxic behavior and venting emotions, (3) abandonment and abuse following diagnosis, (4) toxic relationships and social-related fears, (5) inner strength and navigating breast cancer over time, (6) assessing social relationships and interactions, and (7) community advice and support. Toxic relationships were commonly characterized by isolation, abandonment, and emotional abuse, which had profound emotional consequences for patients. Reddit facilitated anonymous venting about toxic relationships that helped patients cope with intense feelings and stress. Exchanging advice and support about navigating toxic relationships during breast cancer were core functions of the r/breastcancer community.

Conclusions: Findings emphasized the value of Reddit as a source of social support for patients with breast cancer experiencing toxic relationships. Clinicians who understand that many patients with breast cancer experience toxic relationships and considerable psychological sequelae are better prepared to support their patients' holistic well-being. Further investigation of Reddit as a possible resource for advice, information, and support has the potential to help inform clinical practice and subsequently, patient health outcomes.

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Reddit 上乳腺癌患者描述的有毒关系:主题建模研究。
背景:社会支持对于促进乳腺癌女性患者获得最佳健康结果至关重要。然而,据估计有 12% 的乳腺癌妇女会同时遭受亲密伴侣暴力(IPV;亲密伴侣的身体、心理或性虐待)。患乳腺癌期间遭受亲密伴侣暴力的女性可能缺乏传统的社会支持,因此她们会寻求其他的支持来源。在线社区论坛(如 Reddit)可在乳腺癌特定社区内提供无障碍的社会联系。然而,患乳腺癌的妇女如何使用 Reddit 来描述 IPV 的经历并寻求支持,这在很大程度上还是个未知数:本研究旨在探讨乳腺癌患者如何在 Reddit 上描述与其伴侣和直系亲属之间的有毒关系:这项探索性、横断面、主题建模研究分析了 2023 年 2 月 r/breastcancer 子reddit 中 96 名用户的文本数据。研究采用意义提取法(包括主成分分析法)来识别潜在成分。对成分进行了情感分析和总结性内容分析,并对出现的主题进行了分类:出现了七个与有毒关系相关的主题:(1) 与淋巴结相关的故事背景;(2) 有毒行为和发泄情绪;(3) 诊断后的遗弃和虐待;(4) 有毒关系和与社会相关的恐惧;(5) 内在力量和长期应对乳腺癌;(6) 评估社会关系和互动;(7) 社区建议和支持。有毒关系通常以孤立、遗弃和情感虐待为特征,这对患者的情感造成了深远的影响。Reddit 为匿名宣泄有毒关系提供了便利,有助于患者应对强烈的情感和压力。r/breastcancer社区的核心功能是就乳腺癌期间如何处理有毒关系交流建议和提供支持:研究结果强调了 Reddit 作为社会支持来源的价值,它可以帮助乳腺癌患者体验有毒的人际关系。临床医生如果了解到许多乳腺癌患者都经历过有毒人际关系和严重的心理后遗症,就能更好地为患者的整体健康提供支持。将 Reddit 作为一种可能的建议、信息和支持资源进行进一步调查,有可能有助于指导临床实践,进而改善患者的健康状况。
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来源期刊
JMIR Cancer
JMIR Cancer ONCOLOGY-
CiteScore
4.10
自引率
0.00%
发文量
64
审稿时长
12 weeks
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