Evaluation of a multinational, multilingual vaccine debate on Twitter
Introduction
Vaccination programmes are among the most effective means for improving population health. Particularly at the time of programme introduction, they tend to be accompanied by public discussion [1], [2]. This may increase public awareness of the vaccine and affect the programme beneficially [3]. However, public concern may lead to reduced uptake or even jeopardize the entire immunization programme [4], [5]. Therefore, detecting changes in public sentiment early is important to understand its origin and dynamics and to inform appropriate measures to investigate concerns, guide public health decision-making, or help identify issues with the vaccine or the vaccination programme.
Public attention and sentiment about vaccines have been evaluated previously by analysing different types of social-media messages and user-generated web content. Messages from the social-media platform MySpace were used for monitoring public sentiment about the human papillomavirus (HPV) vaccine [6]. Public news items about the HPV vaccine were shown to influence the public’s awareness and opinion about HPV infection and vaccine in the United States [7]. Sentiments about an influenza vaccine shared through Twitter messages were found to correlate highly with US vaccination rates as reported by the Centers for Disease Control and Prevention [8]. International debates about vaccines and the course and drivers of public confidence have also been studied through analysis of media sources such as news sites, blogs, and governmental reports [2], [9]. Twitter and other social media have frequently been used for post-marketing surveillance of pharmaceutical safety issues [10], [11], [12]. Some studies have concluded that monitoring social media is more suitable for measuring public awareness of known safety issues than for providing clues about new safety signals [13].
Since 2001, a pentavalent paediatric vaccine against diphtheria, tetanus, pertussis, hepatitis B and Haemophilus influenzae type b (DTP-HepB-Hib) has been introduced into more than 70 low- and middle-income countries (LMICs) [14]. In a number of countries, the introduction of the vaccine was accompanied by a critical debate following a suspected association with the death of children, none of which have been deemed as causally related to the vaccine [15]. In India, a petition and a lawsuit was filed against the vaccine [16], [17]. In Sri Lanka, Bhutan, and Vietnam, the market authorization for the vaccine was even temporarily suspended [18].
In this study, we explore the value of public Twitter messages to gain insight into the multinational debate on the pentavalent vaccine.
Section snippets
Data collection
We used Twitter’s advanced search web interface to collect messages retrospectively. The messages were collected on 1 May 2015. The advanced search interface provides the content and date of messages from the entire history of Twitter since 2006. We queried Twitter’s web API (application programming interface) to retrieve additional data fields describing the language of the content, the identity of the author, the geographical location in his or her user-profile, and the interaction status of
Results
We retrieved 7657 messages about the pentavalent vaccine from Twitter, of which 5771 (75.3%) from 2945 users remained after disambiguation. The number of messages grew over the years from 10 messages in 2008 to 2619 messages in 2013 (32 in 2009, 110 in 2010, 446 in 2011, and 1033 in 2012). The numbers of messages should be seen against the background of a strong growth of Twitter messages until 2012, as well as the expanded introduction of the pentavalent vaccine and incidents of public
Discussion
In this study, we conducted an analysis of Twitter messages to characterize multinational debates about the pentavalent vaccine and vaccination programmes. We combined an analysis of geographical focus of the messages and message tone over time.
The debates on Twitter were portrayed by peaks of messages covering events in country-specific vaccination programmes. The perceptions of events on Twitter were local: authors of messages were largely reacting to events in their own country or adjacent
Conclusion
The continuous monitoring of public debates about vaccines can help to alert vaccination programmes to emerging issues that may cause public confidence to plummet. We showed the potential value of monitoring social media retrospectively based on manual analysis of messages. When applying automatic techniques for the analysis of tone and topic of messages, the approach presented could increase the capacity and speed to allow for real-time analysis of public vaccine debates.
Disclosure
This project was partially funded by WHO project SPHQ13 - LOA 209.
BB conceptualized the study, retrieved and analysed the data, and drafted the manuscript. HL, JB, EM, JK, and MS conceptualized the study, and reviewed and revised the manuscript. All authors approved the final manuscript.
Conflicts of interest
None.
No personal identifiers of Twitter users were used in our analysis.
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