Eaton Melissa C, Probst Yasmine C, Smith Marc A
School of Medical, Indigenous and Health Sciences, University of Wollongong, Wollongong, Australia.
Social Media Research Foundation, Redwood City, CA, United States.
JMIR Infodemiology. 2023 May 5;3:e38245. doi: 10.2196/38245.
Social media has transformed the way health messages are communicated. This has created new challenges and ethical considerations while providing a platform to share nutrition information for communities to connect and for information to spread. However, research exploring the web-based diet communities of popular diets is limited.
This study aims to characterize the web-based discourse of popular diets, describe information dissemination, identify influential voices, and explore interactions between community networks and themes of mental health.
This exploratory study used Twitter social media posts for an online social network analysis. Popular diet keywords were systematically developed, and data were collected and analyzed using the NodeXL metrics tool (Social Media Research Foundation) to determine the key network metrics (vertices, edges, cluster algorithms, graph visualization, centrality measures, text analysis, and time-series analytics).
The vegan and ketogenic diets had the largest networks, whereas the zone diet had the smallest network. In total, 31.2% (54/173) of the top users endorsed the corresponding diet, and 11% (19/173) claimed a health or science education, which included 1.2% (2/173) of dietitians. Complete fragmentation and hub and spoke messaging were the dominant network structures. In total, 69% (11/16) of the networks interacted, where the ketogenic diet was mentioned most, with depression and anxiety and eating disorder words most prominent in the "zone diet" network and the least prominent in the "soy-free," "vegan," "dairy-free," and "gluten-free" diet networks.
Social media activity reflects diet trends and provides a platform for nutrition information to spread through resharing. A longitudinal exploration of popular diet networks is needed to further understand the impact social media can have on dietary choices. Social media training is vital, and nutrition professionals must work together as a community to actively reshare evidence-based posts on the web.
社交媒体改变了健康信息的传播方式。这在提供一个平台供社区分享营养信息以建立联系并传播信息的同时,也带来了新的挑战和伦理考量。然而,探索基于网络的流行饮食社区的研究有限。
本研究旨在描述流行饮食的网络话语特征,描述信息传播情况,识别有影响力的声音,并探索社区网络与心理健康主题之间的相互作用。
这项探索性研究使用推特社交媒体帖子进行在线社交网络分析。系统地制定了流行饮食关键词,并使用NodeXL指标工具(社交媒体研究基金会)收集和分析数据,以确定关键网络指标(顶点、边、聚类算法、图形可视化、中心性度量、文本分析和时间序列分析)。
纯素饮食和生酮饮食的网络规模最大,而区域饮食的网络规模最小。在顶级用户中,共有31.2%(54/173)认可相应的饮食方式,11%(19/173)声称拥有健康或科学教育背景,其中包括1.2%(2/173)的营养师。完全碎片化以及中心辐射式信息传递是主要的网络结构。在所有网络中,共有69%(11/16)相互作用,其中生酮饮食被提及最多,“区域饮食”网络中与抑郁、焦虑和饮食失调相关的词汇最为突出,而在“无大豆”、“纯素”、“无乳制品”和“无麸质”饮食网络中最不突出。
社交媒体活动反映了饮食趋势,并为营养信息通过再分享得以传播提供了一个平台。需要对流行饮食网络进行纵向探索,以进一步了解社交媒体对饮食选择可能产生的影响。社交媒体培训至关重要,营养专业人员必须作为一个群体共同努力,在网络上积极再分享基于证据的帖子。