Suppr超能文献

理解公众对癌症的情绪:社交媒体数据分析。

Understanding the Public's Emotions about Cancer: Analysis of Social Media Data.

机构信息

College of Nursing and Research Institute of Nursing Science, Seoul National University, Seoul 03080, Korea.

College of Nursing, Gachon University, Incheon 21936, Korea.

出版信息

Int J Environ Res Public Health. 2020 Sep 30;17(19):7160. doi: 10.3390/ijerph17197160.

Abstract

Cancer survivors suffer from emotional distress, which varies depending on several factors. However, existing emotion management programs are insufficient and do not take into consideration all of the factors. Social media provides a platform for understanding the emotions of the public. The aim of this study was to explore the relationship between the public's emotions about cancer and factors affecting emotions using social media data. We used 321,339 posts on cancer and emotions relating to cancer extracted from 22 social media channels between 1 January 2014, and 30 June 2017. The factors affecting emotions were analyzed using association rule mining and social network analysis. Hope/gratitude was the most frequently mentioned emotion group on social media followed by fear/anxiety/overwhelmed, sadness/depression/loneliness/guilt, and anger/denial. Acute survival stage, treatment method, and breast cancer were associated with hope/gratitude. Early stage, gastrointestinal problems, fatigue/pain/fever, and pancreatic cancer were associated with fear/anxiety/overwhelmed. Surgery, hair loss/skin problems, and fatigue/pain/fever were associated with sadness/depression/loneliness/guilt. Acute survival stage and hair loss/skin problems were associated with anger/denial. We found that emotions concerning cancer differed depending on the cancer type, cancer stage, survival stage, treatment, and symptoms. These findings could guide the development of tailored emotional management programs for cancer survivors that meet the public's needs more effectively.

摘要

癌症幸存者会经历情绪困扰,其严重程度取决于多种因素。然而,现有的情绪管理项目并不充分,也没有考虑到所有因素。社交媒体为了解公众的情绪提供了一个平台。本研究旨在通过社交媒体数据来探讨公众对癌症的情绪与影响情绪的因素之间的关系。我们使用了 2014 年 1 月 1 日至 2017 年 6 月 30 日期间从 22 个社交媒体渠道中提取的与癌症和情绪相关的 321339 条帖子。使用关联规则挖掘和社交网络分析来分析影响情绪的因素。希望/感激是社交媒体上最常提到的情绪组,其次是恐惧/焦虑/不知所措、悲伤/沮丧/孤独/内疚和愤怒/否认。急性生存阶段、治疗方法和乳腺癌与希望/感激有关。早期阶段、胃肠道问题、疲劳/疼痛/发烧和胰腺癌与恐惧/焦虑/不知所措有关。手术、脱发/皮肤问题和疲劳/疼痛/发烧与悲伤/沮丧/孤独/内疚有关。急性生存阶段和脱发/皮肤问题与愤怒/否认有关。我们发现,癌症相关的情绪因癌症类型、癌症阶段、生存阶段、治疗和症状的不同而有所不同。这些发现可以指导为癌症幸存者制定更具针对性的情绪管理项目,从而更有效地满足公众的需求。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/221c/7579657/ab7eb87aeab5/ijerph-17-07160-g001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验