Calac Alec J, Haupt Michael R, Li Zhuoran, Mackey Tim
School of Medicine University of California San Diego San Diego, CA United States.
Global Health Policy and Data Institute San Diego, CA United States.
JMIR Infodemiology. 2022 Mar 16;2(1):e33587. doi: 10.2196/33587. eCollection 2022 Jan-Jun.
Shortly after Pfizer and Moderna received emergency use authorizations from the Food and Drug Administration, there were increased reports of COVID-19 vaccine-related deaths in the Vaccine Adverse Event Reporting System (VAERS). In January 2021, Major League Baseball legend and Hall of Famer, Hank Aaron, passed away at the age of 86 years from natural causes, just 2 weeks after he received the COVID-19 vaccine. Antivaccination groups attempted to link his death to the Moderna vaccine, similar to other attempts misrepresenting data from the VAERS to spread COVID-19 misinformation.
This study assessed the spread of misinformation linked to erroneous claims about Hank Aaron's death on Twitter and then characterized different vaccine misinformation and hesitancy themes generated from users who interacted with this misinformation discourse.
An initial sample of tweets from January 31, 2021, to February 6, 2021, was queried from the Twitter Search Application Programming Interface using the keywords "Hank Aaron" and "vaccine." The sample was manually annotated for misinformation, reporting or news media, and public reaction. Nonmedia user accounts were also classified if they were verified by Twitter. A second sample of tweets, representing direct comments or retweets to misinformation-labeled content, was also collected. User sentiment toward misinformation, positive (agree) or negative (disagree), was recorded. The Strategic Advisory Group of Experts Vaccine Hesitancy Matrix from the World Health Organization was used to code the second sample of tweets for factors influencing vaccine confidence.
A total of 436 tweets were initially sampled from the Twitter Search Application Programming Interface. Misinformation was the most prominent content type (n=244, 56%) detected, followed by public reaction (n=122, 28%) and media reporting (n=69, 16%). No misinformation-related content reviewed was labeled as misleading by Twitter at the time of the study. An additional 1243 comments on misinformation-labeled tweets from 973 unique users were also collected, with 779 comments deemed relevant to study aims. Most of these comments expressed positive sentiment (n=612, 78.6%) to misinformation and did not refute it. Based on the World Health Organization Strategic Advisory Group of Experts framework, the most common vaccine hesitancy theme was individual or group influences (n=508, 65%), followed by vaccine or vaccination-specific influences (n=110, 14%) and contextual influences (n=93, 12%). Common misinformation themes observed included linking the death of Hank Aaron to "suspicious" elderly deaths following vaccination, claims about vaccines being used for depopulation, death panels, federal officials targeting Black Americans, and misinterpretation of VAERS reports. Four users engaging with or posting misinformation were verified on Twitter at the time of data collection.
Our study found that the death of a high-profile ethnic minority celebrity led to the spread of misinformation on Twitter. This misinformation directly challenged the safety and effectiveness of COVID-19 vaccines at a time when ensuring vaccine coverage among minority populations was paramount. Misinformation targeted at minority groups and echoed by other verified Twitter users has the potential to generate unwarranted vaccine hesitancy at the expense of people such as Hank Aaron who sought to promote public health and community immunity.
辉瑞和莫德纳公司获得美国食品药品监督管理局的紧急使用授权后不久,疫苗不良事件报告系统(VAERS)中与新冠疫苗相关的死亡报告有所增加。2021年1月,美国职业棒球大联盟传奇人物、名人堂成员汉克·阿伦在接种新冠疫苗仅两周后,因自然原因去世,享年86岁。反疫苗组织试图将他的死亡与莫德纳疫苗联系起来,这与其他歪曲VAERS数据以传播新冠错误信息的企图类似。
本研究评估了推特上与汉克·阿伦死亡的错误说法相关的错误信息传播情况,然后对与这种错误信息话语互动的用户产生的不同疫苗错误信息和犹豫主题进行了特征分析。
使用关键词“汉克·阿伦”和“疫苗”,从推特搜索应用程序编程接口查询了2021年1月31日至2021年2月6日的初始推文样本。该样本针对错误信息、报道或新闻媒体以及公众反应进行了人工标注。非媒体用户账户如果经过推特验证也进行了分类。还收集了代表对标记为错误信息内容的直接评论或转发的第二条推文样本。记录了用户对错误信息的积极(同意)或消极(不同意)情绪。使用世界卫生组织专家战略咨询小组的疫苗犹豫矩阵对第二条推文样本进行编码,以分析影响疫苗信心的因素。
最初从推特搜索应用程序编程接口抽取了436条推文。检测到的最突出内容类型是错误信息(n = 244,56%),其次是公众反应(n = 122,28%)和媒体报道(n = 69,16%)。在研究时,推特没有将审查的任何与错误信息相关的内容标记为具有误导性。还收集了来自973个独立用户对标记为错误信息的推文的1243条评论,其中779条评论被认为与研究目标相关。这些评论大多对错误信息表达了积极情绪(n = 612,78.6%)且未予以反驳。根据世界卫生组织专家战略咨询小组的框架,最常见的疫苗犹豫主题是个人或群体影响(n = 508,65%),其次是疫苗或接种特定影响(n = 110,14%)和背景影响(n = 93,12%)。观察到的常见错误信息主题包括将汉克·阿伦的死亡与接种疫苗后“可疑”的老年人死亡联系起来、声称疫苗被用于减少人口、死亡小组、联邦官员针对美国黑人以及对VAERS报告的错误解读。在数据收集时,有4名参与或发布错误信息的用户在推特上经过了验证。
我们的研究发现,一位知名少数族裔名人的死亡导致了推特上错误信息的传播。在确保少数族裔人群疫苗接种率至关重要的时期,这种错误信息直接挑战了新冠疫苗的安全性和有效性。针对少数群体且得到其他经过推特验证用户呼应的错误信息,有可能产生不必要的疫苗犹豫,从而损害像汉克·阿伦这样致力于促进公共卫生和群体免疫的人的利益。