Martin Sam, Kilich Eliz, Dada Sara, Kummervold Per Egil, Denny Chermain, Paterson Pauline, Larson Heidi J
Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, UK.
Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, UK.
Vaccine. 2020 Sep 29;38(42):6627-6637. doi: 10.1016/j.vaccine.2020.07.072. Epub 2020 Aug 9.
To understand the predominant topics of discussion, stance and associated language used on social media platforms relating to maternal vaccines in 15 countries over a six-month period.
In 2019, the World Health Organisation prioritised vaccine hesitancy as a top ten global health threat and recognized the role of viral misinformation on social media as propagating vaccine hesitancy. Maternal vaccination offers the potential to improve maternal and child health, and to reduce the risk of severe morbidity and mortality in pregnancy. Understanding the topics of discussion, stance and language used around maternal vaccines on social media can inform public health bodies on how to combat vaccine misinformation and vaccine hesitancy.
Social media data was extracted (Twitter, forums, blogs and comments) for six months from 15 countries (Australia, Brazil, Canada, France, Germany, India, Italy, Korea, Mexico, Panama, South Africa, Spain, United Kingdom and United States). We used stance, discourse and topic analysis to provide insight into the most frequent and weighted keywords, hashtags and themes of conversation within and across countries.
We exported a total of 19,192 social media posts in 16 languages obtained between 1st November 2018 and 30th April 2019. After screening all posts, 16,000 were included in analyses, while excluding retweets, 2,722 were annotated for sentiment. Main topics of discussion were the safety of the maternal influenza and pertussis vaccines. Discouraging posts were most common in Italy (44.9%), and the USA (30.8%).
The content and stance of maternal vaccination posts from November 2018 to April 2019 differed across countries, however specific topics of discussion were not limited to geographical location. These discussions included the promotion of vaccination, involvement of pregnant women in vaccine research, and the trust and transparency of institutions. Future research should examine the relationship between stance (promotional, neutral, ambiguous, discouraging) online and maternal vaccination uptake in the respective regions.
了解在六个月时间里,15个国家社交媒体平台上与孕产妇疫苗相关的主要讨论话题、立场及相关用语。
2019年,世界卫生组织将疫苗犹豫列为全球十大健康威胁之一,并认识到社交媒体上的病毒式错误信息在传播疫苗犹豫方面所起的作用。孕产妇接种疫苗有可能改善母婴健康,并降低孕期严重发病和死亡的风险。了解社交媒体上围绕孕产妇疫苗的讨论话题、立场和用语,可以为公共卫生机构提供如何应对疫苗错误信息和疫苗犹豫的信息。
从15个国家(澳大利亚、巴西、加拿大、法国、德国、印度、意大利、韩国、墨西哥、巴拿马、南非、西班牙、英国和美国)提取了六个月的社交媒体数据(推特、论坛、博客和评论)。我们使用立场、话语和主题分析,以深入了解各国国内和跨国讨论中最频繁和加权的关键词、标签及主题。
我们导出了2018年11月1日至2019年4月30日期间获得的16种语言的共计19192条社交媒体帖子。在筛选所有帖子后,16000条被纳入分析,同时排除转发内容,2722条被标注了情感倾向。主要讨论话题是孕产妇流感疫苗和百日咳疫苗的安全性。持反对态度的帖子在意大利最为常见(44.9%),在美国为(30.8%)。
2018年11月至2019年4月期间,各国孕产妇疫苗接种帖子的内容和立场有所不同,但具体讨论话题并不局限于地理位置。这些讨论包括疫苗接种的推广、孕妇参与疫苗研究以及机构的信任和透明度。未来的研究应考察在线立场(推广、中立、模糊、反对)与各地区孕产妇疫苗接种率之间的关系。