Department of Medicine and Medical Specialties, Faculty of Medicine and Health Sciences, University of Alcala, Alcala de Henares, Spain.
Department of Psychiatry and Mental Health, University Hospital Infanta Leonor, Madrid, Spain.
JMIR Infodemiology. 2023 Aug 22;3:e43685. doi: 10.2196/43685.
During the early pandemic, there was substantial variation in public and government responses to COVID-19 in Europe and the United States. Mass media are a vital source of health information and news, frequently disseminating this information through social media, and may influence public and policy responses to the pandemic.
This study aims to describe the extent to which major media outlets in the United States and Spain tweeted about health-related behaviors (HRBs) relevant to COVID-19, compare the tweeting patterns between media outlets of both countries, and determine user engagement in response to these tweets.
We investigated tweets posted by 30 major media outlets (n=17, 57% from Spain and n=13, 43% from the United States) between December 1, 2019 and May 31, 2020, which included keywords related to HRBs relevant to COVID-19. We classified tweets into 6 categories: mask-wearing, physical distancing, handwashing, quarantine or confinement, disinfecting objects, or multiple HRBs (any combination of the prior HRB categories). Additionally, we assessed the likes and retweets generated by each tweet. Poisson regression analyses compared the average predicted number of likes and retweets between the different HRB categories and between countries.
Of 50,415 tweets initially collected, 8552 contained content associated with an HRB relevant to COVID-19. Of these, 600 were randomly chosen for training, and 2351 tweets were randomly selected for manual content analysis. Of the 2351 COVID-19-related tweets included in the content analysis, 62.91% (1479/2351) mentioned at least one HRB. The proportion of COVID-19 tweets mentioning at least one HRB differed significantly between countries (P=.006). Quarantine or confinement was mentioned in nearly half of all the HRB tweets in both countries. In contrast, the least frequently mentioned HRBs were disinfecting objects in Spain 6.9% (56/809) and handwashing in the United States 9.1% (61/670). For tweets from the United States mentioning at least one HRB, disinfecting objects had the highest median likes and retweets, whereas mask-wearing- and handwashing-related tweets achieved the highest median number of likes in Spain. Tweets from Spain that mentioned social distancing or disinfecting objects had a significantly lower predicted count of likes compared with tweets mentioning a different HRB (P=.02 and P=.01, respectively). Tweets from the United States that mentioned quarantine or confinement or disinfecting objects had a significantly lower predicted number of likes compared with tweets mentioning a different HRB (P<.001), whereas mask- and handwashing-related tweets had a significantly greater predicted number of likes (P=.04 and P=.02, respectively).
The type of HRB content and engagement with media outlet tweets varied between Spain and the United States early in the pandemic. However, content related to quarantine or confinement and engagement with handwashing was relatively high in both countries.
在大流行早期,欧洲和美国对 COVID-19 的公众和政府反应存在很大差异。大众媒体是健康信息和新闻的重要来源,经常通过社交媒体传播这些信息,可能会影响公众和政策对大流行的反应。
本研究旨在描述美国和西班牙的主要媒体机构在多大程度上发布了与 COVID-19 相关的健康行为(HRB)的推文,比较两国媒体机构的推文模式,并确定用户对这些推文的参与度。
我们调查了 2019 年 12 月 1 日至 2020 年 5 月 31 日期间 30 家主要媒体机构(n=17,西班牙占 57%,n=13,美国占 43%)发布的推文,其中包含与 COVID-19 相关的 HRB 的关键词。我们将推文分为 6 类:戴口罩、保持身体距离、洗手、隔离或禁闭、消毒物品或多种 HRB(之前 HRB 类别的任意组合)。此外,我们评估了每条推文产生的点赞和转发数。泊松回归分析比较了不同 HRB 类别和国家之间平均预测点赞数和转发数。
最初收集的 50415 条推文中,有 8552 条包含与 COVID-19 相关的 HRB 相关内容。其中,有 600 条被随机选择用于训练,有 2351 条被随机选择用于手动内容分析。在包括在内容分析中的 2351 条与 COVID-19 相关的推文中,有 62.91%(1479/2351)至少提到了一种 HRB。两国之间至少提到一种 HRB 的 COVID-19 推文比例差异有统计学意义(P=.006)。隔离或禁闭在两国的所有 HRB 推文中都占近一半。相比之下,在西班牙,消毒物品是最少被提及的 HRB,占 6.9%(56/809),而在美国,手卫生占 9.1%(61/670)。对于美国发布的至少提到一种 HRB 的推文,消毒物品的点赞和转发中位数最高,而在西班牙,戴口罩和手卫生相关的推文点赞中位数最高。与提到其他 HRB 的推文相比,提到社交距离或消毒物品的推文的点赞预测计数明显较低(P=.02 和 P=.01)。与提到其他 HRB 的推文相比,提到隔离或禁闭或消毒物品的推文的点赞预测数明显较低(P<.001),而与口罩和手卫生相关的推文的点赞预测数明显较高(P=.04 和 P=.02)。
大流行早期,西班牙和美国的 HRB 内容类型和对媒体机构推文的参与度存在差异。然而,两国的隔离或禁闭和手卫生相关内容的参与度相对较高。