Exploring Alternative Health Facebook Groups in the COVID-19 Pandemic: An Automated Content Analysis Through Structural Topic Modeling.

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL ACS Applied Energy Materials Pub Date : 2024-09-17 DOI:10.1089/cyber.2024.0184
Yuanyuan Wu,Ozan Kuru
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Abstract

Alternative health (AH) has an important role in public health across cultures, as the World Health Organization acknowledges. Using structural topic modeling, we analyzed 25,561 posts from public Facebook groups that contained AH-related content during the COVID-19 pandemic over 3 years. Thirty-one topics emerged, and they were categorized into six major themes, including (1) sharing information regarding AH treatment for COVID-19, (2) spiritual and mental healing in the pandemic, (3) news and information about COVID-19, (4) commercial content related to AH treatment, (5) COVID-19 precautions suggestions, and (6) caution against treating AH as a cure-all. We found that these Facebook groups served as digital spaces for AH content by playing a dual role: (1) disseminating information on COVID-19 and AH for both laypeople and experts and (2) providing spiritual connections and commercial content to alleviate anxiety during the pandemic. While accurate information and social support were shared, a notable part of commercial messages and AH treatments offered for COVID-19 included misleading and unverified claims. Findings shed light on the nature and extent of misleading AH content and why engagement with AH media may contribute to increased belief in health misinformation. We further discuss the complexity and diversity of content on AH media.
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探索 COVID-19 大流行中的另类健康 Facebook 群组:通过结构主题建模进行自动内容分析。
正如世界卫生组织所承认的那样,替代保健(AH)在不同文化背景下的公共卫生中发挥着重要作用。在 COVID-19 大流行的 3 年时间里,我们使用结构主题建模分析了 25,561 篇来自 Facebook 公共群组的帖子,这些帖子包含与 AH 相关的内容。我们发现了 31 个主题,并将它们归类为六大主题,包括:(1)分享有关 COVID-19 的 AH 治疗信息;(2)大流行中的精神和心理治疗;(3)有关 COVID-19 的新闻和信息;(4)与 AH 治疗相关的商业内容;(5)COVID-19 预防建议;(6)警惕将 AH 视为万能药。我们发现,这些 Facebook 群组作为 AH 内容的数字空间发挥了双重作用:(1) 向非专业人士和专家传播有关 COVID-19 和 AH 的信息;(2) 提供精神联系和商业内容,以缓解大流行期间的焦虑。在分享准确信息和社会支持的同时,针对 COVID-19 提供的商业信息和 AH 治疗方法中,有相当一部分包含误导性和未经证实的说法。研究结果揭示了误导性保健内容的性质和程度,以及为什么接触保健媒体会导致人们更加相信健康误导信息。我们进一步讨论了保健媒体内容的复杂性和多样性。
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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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