Department of Information Science, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.
Health Info Libr J. 2022 Mar;39(1):22-35. doi: 10.1111/hir.12361. Epub 2021 Mar 8.
Micro-blogging services empower health institutions to quickly disseminate health information to many users. By analysing user data, infodemiology (i.e. improving public health using user contributed health related content) can be measured in terms of information diffusion.
Tweets by the WHO were examined in order to identify tweet attributes that lead to a high information diffusion rate using Twitter data collected between November 2019 and January 2020.
One thousand hundred and seventy-seven tweets were collected using Python's Tweepy library. Afterwards, k-means clustering and manual coding were used to classify tweets by theme, sentiment, length and count of emojis, pictures, videos and links. Resulting groups with different characteristics were analysed for significant differences using Mann-Whitney U- and Kruskal-Wallis H-tests.
The topic of the tweet, the included links, emojis and (one) picture as well as the tweet length significantly affected the tweets' diffusion, whereas sentiment and videos did not show any significant influence on the diffusion of tweets.
The findings of this study give insights on why specific health topics might generate less attention and do not showcase sufficient information diffusion.
The subject and appearance of a tweet influence its diffusion, making the design equally essential to the preparation of its content.
微博客服务使医疗机构能够迅速将健康信息传播给众多用户。通过分析用户数据,可以使用 2019 年 11 月至 2020 年 1 月期间收集的 Twitter 数据,从信息传播的角度衡量 infodemiology(即利用用户提供的与健康相关的内容改善公共卫生)。
本研究旨在通过分析 2019 年 11 月至 2020 年 1 月期间收集的 Twitter 数据,确定世界卫生组织(WHO)的推文属性,以了解这些推文属性如何导致高信息传播率。
使用 Python 的 Tweepy 库收集了 1770 条推文。之后,使用 k-均值聚类和手动编码对主题、情感、推文长度以及表情符号、图片、视频和链接的数量进行分类。使用 Mann-Whitney U-和 Kruskal-Wallis H-检验分析具有不同特征的组之间的显著差异。
推文的主题、包含的链接、表情符号和(一张)图片以及推文长度显著影响推文的传播,而情感和视频对推文的传播没有显著影响。
本研究的结果深入了解了为什么特定的健康主题可能不会引起太多关注,并且不会展示出足够的信息传播。
推文的主题和外观会影响其传播,因此设计与内容准备同样重要。