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Perception and willingness to accept COVID-19 Vaccines: A cross-sectional survey of the general population of Sokoto State, Nigeria. PLoS One 2022; 17:e0278332. [PMID: 36454892 PMCID: PMC9714919 DOI: 10.1371/journal.pone.0278332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 11/14/2022] [Indexed: 12/02/2022] Open
Abstract
The number of confirmed cases of COVID-19 globally is well over 400 million, however, the number of cases is showing a downward trend especially in developed countries largely as a result of effective vaccination against COVID-19. In developing countries, vaccination coverage is still very low as a result of vaccine hesitancy, which could be attributed to misconceptions about COVID-19 itself and its newly developed vaccines. This study assessed COVID-19 vaccine acceptance and perception amongst the adult population in Sokoto state, Nigeria. A cross-sectional study was conducted in Sokoto state among 854 respondents selected via a multi-stage sampling technique. Data was collected electronically using a set of structured questionnaire and analysis was done using IBM SPSS version 25. Respondents' perception was assessed using a 5-point Likert scale ranging from strongly disagree (1) to strongly agree (5). Respondents having a score of 3 and below were graded as having poor perception and those having scores above 3 were graded as having good perception. Respondents' ages ranged from 17 to 76 years, with a mean of 34.8±12.07; more than half [474(53.7%)] of the respondents were males, 667(75.5%) were married and 539(61.0%) had formal education. The majority [839(95.0%)] of the respondents had a good perception of COVID -19 vaccine; 49.9% agreed enough research would be required on the safety of the vaccine. The majority, (72.4%) expressed their willingness to accept the COVID- 19 vaccine (male 38.4% vs. female 34.0%); 410(47.4%) said they can spend more than one hour to get the vaccine. Significant predictors of willingness to accept COVID 19 vaccine include age (p = 0.006; aOR = 0.223; 95% CI = 0.077-0.645), education (p<0.001; aOR = 1.720; 95% CI = 1.274-2.321) and perception of COVID 19 vaccine (p<0.001; aOR = 0.020; 95% CI = 0.009-0.044). The majority of the respondents had a good perception of COVID- 19 vaccine and more than two-thirds were willing to be vaccinated with the vaccine. Government should make the vaccine available for vaccination since a significant proportion of the respondents expressed their willingness to accept the vaccine.
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Wawrzuta D, Klejdysz J, Jaworski M, Gotlib J, Panczyk M. Attitudes toward COVID-19 Vaccination on Social Media: A Cross-Platform Analysis. Vaccines (Basel) 2022; 10:1190. [PMID: 35893839 PMCID: PMC9332808 DOI: 10.3390/vaccines10081190] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 07/21/2022] [Accepted: 07/25/2022] [Indexed: 02/01/2023] Open
Abstract
During the COVID-19 pandemic, social media content analysis allowed for tracking attitudes toward newly introduced vaccines. However, current evidence is limited to single social media platforms. Our objective was to compare arguments used by anti-vaxxers in the context of COVID-19 vaccines across Facebook, Twitter, Instagram, and TikTok. We obtained the data set of 53,671 comments regarding COVID-19 vaccination published between August 2021 and February 2022. After that, we established categories of anti-vaccine content, manually classified comments, and compared the frequency of occurrence of the categories between social media platforms. We found that anti-vaxxers on social media use 14 categories of arguments against COVID-19 vaccines. The frequency of these categories varies across different social media platforms. The anti-vaxxers' activity on Facebook and Twitter is similar, focusing mainly on distrust of government and allegations regarding vaccination safety and effectiveness. Anti-vaxxers on TikTok mainly focus on personal freedom, while Instagram users encouraging vaccination often face criticism suggesting that vaccination is a private matter that should not be shared. Due to the differences in vaccine sentiment among users of different social media platforms, future research and educational campaigns should consider these distinctions, focusing more on the platforms popular among adolescents (i.e., Instagram and TikTok).
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Affiliation(s)
- Dominik Wawrzuta
- Department of Education and Research in Health Sciences, Medical University of Warsaw, Żwirki i Wigury 81, 02-091 Warsaw, Poland; (M.J.); (J.G.); (M.P.)
| | - Justyna Klejdysz
- Department of Economics, Ludwig Maximilian University of Munich (LMU), Geschwister-Scholl-Platz 1, 80539 Munich, Germany;
- ifo Institute, Poschinger Straße 5, 81679 Munich, Germany
| | - Mariusz Jaworski
- Department of Education and Research in Health Sciences, Medical University of Warsaw, Żwirki i Wigury 81, 02-091 Warsaw, Poland; (M.J.); (J.G.); (M.P.)
| | - Joanna Gotlib
- Department of Education and Research in Health Sciences, Medical University of Warsaw, Żwirki i Wigury 81, 02-091 Warsaw, Poland; (M.J.); (J.G.); (M.P.)
| | - Mariusz Panczyk
- Department of Education and Research in Health Sciences, Medical University of Warsaw, Żwirki i Wigury 81, 02-091 Warsaw, Poland; (M.J.); (J.G.); (M.P.)
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Yin JDC. Media Data and Vaccine Hesitancy: Scoping Review. JMIR INFODEMIOLOGY 2022; 2:e37300. [PMID: 37113443 PMCID: PMC9987198 DOI: 10.2196/37300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 06/16/2022] [Accepted: 07/14/2022] [Indexed: 04/29/2023]
Abstract
Background Media studies are important for vaccine hesitancy research, as they analyze how the media shapes risk perceptions and vaccine uptake. Despite the growth in studies in this field owing to advances in computing and language processing and an expanding social media landscape, no study has consolidated the methodological approaches used to study vaccine hesitancy. Synthesizing this information can better structure and set a precedent for this growing subfield of digital epidemiology. Objective This review aimed to identify and illustrate the media platforms and methods used to study vaccine hesitancy and how they build or contribute to the study of the media's influence on vaccine hesitancy and public health. Methods This study followed the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) guidelines. A search was conducted on PubMed and Scopus for any studies that used media data (social media or traditional media), had an outcome related to vaccine sentiment (opinion, uptake, hesitancy, acceptance, or stance), were written in English, and were published after 2010. Studies were screened by only 1 reviewer and extracted for media platform, analysis method, the theoretical models used, and outcomes. Results In total, 125 studies were included, of which 71 (56.8%) used traditional research methods and 54 (43.2%) used computational methods. Of the traditional methods, most used content analysis (43/71, 61%) and sentiment analysis (21/71, 30%) to analyze the texts. The most common platforms were newspapers, print media, and web-based news. The computational methods mostly used sentiment analysis (31/54, 57%), topic modeling (18/54, 33%), and network analysis (17/54, 31%). Fewer studies used projections (2/54, 4%) and feature extraction (1/54, 2%). The most common platforms were Twitter and Facebook. Theoretically, most studies were weak. The following five major categories of studies arose: antivaccination themes centered on the distrust of institutions, civil liberties, misinformation, conspiracy theories, and vaccine-specific concerns; provaccination themes centered on ensuring vaccine safety using scientific literature; framing being important and health professionals and personal stories having the largest impact on shaping vaccine opinion; the coverage of vaccination-related data mostly identifying negative vaccine content and revealing deeply fractured vaccine communities and echo chambers; and the public reacting to and focusing on certain signals-in particular cases, deaths, and scandals-which suggests a more volatile period for the spread of information. Conclusions The heterogeneity in the use of media to study vaccines can be better consolidated through theoretical grounding. Areas of suggested research include understanding how trust in institutions is associated with vaccine uptake, how misinformation and information signaling influence vaccine uptake, and the evaluation of government communications on vaccine rollouts and vaccine-related events. The review ends with a statement that media data analyses, though groundbreaking in approach, should supplement-not supplant-current practices in public health research.
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Affiliation(s)
- Jason Dean-Chen Yin
- School of Public Health Li Ka Shing Faculty of Medicine The University of Hong Kong Hong Kong China (Hong Kong)
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Cascini F, Pantovic A, Al-Ajlouni YA, Failla G, Puleo V, Melnyk A, Lontano A, Ricciardi W. Social media and attitudes towards a COVID-19 vaccination: A systematic review of the literature. EClinicalMedicine 2022; 48:101454. [PMID: 35611343 PMCID: PMC9120591 DOI: 10.1016/j.eclinm.2022.101454] [Citation(s) in RCA: 129] [Impact Index Per Article: 43.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 04/24/2022] [Accepted: 04/27/2022] [Indexed: 12/24/2022] Open
Abstract
Background Vaccine hesitancy continues to limit global efforts in combatting the COVID-19 pandemic. Emerging research demonstrates the role of social media in disseminating information and potentially influencing people's attitudes towards public health campaigns. This systematic review sought to synthesize the current evidence regarding the potential role of social media in shaping COVID-19 vaccination attitudes, and to explore its potential for shaping public health interventions to address the issue of vaccine hesitancy. Methods We performed a systematic review of the studies published from inception to 13 of March2022 by searching PubMed, Web of Science, Embase, PsychNET, Scopus, CINAHL, and MEDLINE. Studies that reported outcomes related to coronavirus disease 2019 (COVID-19) vaccine (attitudes, opinion, etc.) gathered from the social media platforms, and those analyzing the relationship between social media use and COVID-19 hesitancy/acceptance were included. Studies that reported no outcome of interest or analyzed data from sources other than social media (websites, newspapers, etc.) will be excluded. The Newcastle Ottawa Scale (NOS) was used to assess the quality of all cross-sectional studies included in this review. This study is registered with PROSPERO (CRD42021283219). Findings Of the 2539 records identified, a total of 156 articles fully met the inclusion criteria. Overall, the quality of the cross-sectional studies was moderate - 2 studies received 10 stars, 5 studies received 9 stars, 9 studies were evaluated with 8, 12 studies with 7,16 studies with 6, 11 studies with 5, and 6 studies with 4 stars. The included studies were categorized into four categories. Cross-sectional studies reporting the association between reliance on social media and vaccine intentions mainly observed a negative relationship. Studies that performed thematic analyses of extracted social media data, mainly observed a domination of vaccine hesitant topics. Studies that explored the degree of polarization of specific social media contents related to COVID-19 vaccines observed a similar degree of content for both positive and negative tone posted on different social media platforms. Finally, studies that explored the fluctuations of vaccination attitudes/opinions gathered from social media identified specific events as significant cofactors that affect and shape vaccination intentions of individuals. Interpretation This thorough examination of the various roles social media can play in disseminating information to the public, as well as how individuals behave on social media in the context of public health events, articulates the potential of social media as a platform of public health intervention to address vaccine hesitancy. Funding None.
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Affiliation(s)
- Fidelia Cascini
- Department of Life Sciences and Public Health, Section of Hygiene and Public Health, Università Cattolica del Sacro Cuore, L.go Francesco Vito 1, Rome 00168, Italy
| | - Ana Pantovic
- Faculty of Biology, University of Belgrade, Belgrade, Serbia
| | | | - Giovanna Failla
- Department of Life Sciences and Public Health, Section of Hygiene and Public Health, Università Cattolica del Sacro Cuore, L.go Francesco Vito 1, Rome 00168, Italy
| | - Valeria Puleo
- Department of Life Sciences and Public Health, Section of Hygiene and Public Health, Università Cattolica del Sacro Cuore, L.go Francesco Vito 1, Rome 00168, Italy
| | - Andriy Melnyk
- Department of Life Sciences and Public Health, Section of Hygiene and Public Health, Università Cattolica del Sacro Cuore, L.go Francesco Vito 1, Rome 00168, Italy
| | - Alberto Lontano
- Department of Life Sciences and Public Health, Section of Hygiene and Public Health, Università Cattolica del Sacro Cuore, L.go Francesco Vito 1, Rome 00168, Italy
| | - Walter Ricciardi
- Department of Life Sciences and Public Health, Section of Hygiene and Public Health, Università Cattolica del Sacro Cuore, L.go Francesco Vito 1, Rome 00168, Italy
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Hakre S, Lam EY, Maljkovic-Berry I, Hang J, Pow Sang LA, Bianchi EJ, Fung C, Gandhi J, Chibucos M, Conte MA, Pollio AR, Mariskanish CA, Mansfield LA, Modjarrad K, Friberg-Robertson HL, Lidl GM, Scott PT, Lougee DA. Investigation of an outbreak of COVID-19 among U.S. military personnel and beneficiaries stationed in the Republic of Korea, June-July 2021. PLOS GLOBAL PUBLIC HEALTH 2022; 2:e0000236. [PMID: 36962352 PMCID: PMC10021645 DOI: 10.1371/journal.pgph.0000236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 04/19/2022] [Indexed: 11/19/2022]
Abstract
On 28 May 2021, leisure travel restrictions in place to control coronavirus disease 2019 (COVID-19) were eased among vaccinated U.S. military personnel and beneficiaries stationed in South Korea (USFK) allowing access to bars and clubs which were off limits. We describe results from an investigation of the largest severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) outbreak as of November 2021 among USFK personnel following this change in policy. Data such as SARS-CoV-2 real-time polymerase chain reaction (RT-PCR) test results, demographic characteristics, symptom and vaccination histories, and genome sequences were analyzed. Of a total 207 new cases of COVID-19 diagnosed among USFK members from 15 June to 27 July 2021, 113 (57%) eligible cases were fully vaccinated, of whom 86 (76%) were symptomatic. RT-PCR cycling threshold values were similar among vaccinated and unvaccinated members. Whole genomic sequencing of 54 outbreak samples indicated all infections were due to the Delta variant. Phylogenetic analysis revealed two sources of SARS-CoV-2 accounted for 41% of infections among vaccinated and unvaccinated members. Vaccinated personnel were not at risk of severe illness; however, 86% experienced symptoms following infection. There were no hospitalizations among COVID-19 cases, most of whom were young military service members. Rescinded restrictions were reinstated to control the outbreak. Masking was mandated among all personnel predating U.S. national recommendations for indoor masking in high COVID-19 transmission areas. Increased vaccination with continued vigilance and extension of COVID-19 mitigation measures are warranted to contain the spread of SARS-CoV-2 variants of concern.
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Affiliation(s)
- Shilpa Hakre
- Walter Reed Army Institute of Research, Emerging Infectious Diseases Branch, Silver Spring, Maryland, United States of America
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, Maryland, United States of America
| | - Evelyn Y Lam
- United States Forces Korea, J3 -Directorate of Operations, Camp Humphreys, Pyeongtaek, South Korea
| | - Irina Maljkovic-Berry
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
- Cherokee Nation Technology Solutions, Tulsa, Oklahoma, United States of America
| | - Jun Hang
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
| | - Luis A Pow Sang
- United States Forces Korea, Brian D. Allgood Army Community Hospital, Camp Humphreys, Pyeongtaek, South Korea
| | - Elizabeth J Bianchi
- Walter Reed Army Institute of Research, Emerging Infectious Diseases Branch, Silver Spring, Maryland, United States of America
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, Maryland, United States of America
| | - Christian Fung
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
- Cherokee Nation Technology Solutions, Tulsa, Oklahoma, United States of America
| | - Jay Gandhi
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
- Cherokee Nation Technology Solutions, Tulsa, Oklahoma, United States of America
| | - Marcus Chibucos
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
- Cherokee Nation Technology Solutions, Tulsa, Oklahoma, United States of America
| | - Matthew A Conte
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
- Cherokee Nation Technology Solutions, Tulsa, Oklahoma, United States of America
| | - Adam R Pollio
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
- Cherokee Nation Technology Solutions, Tulsa, Oklahoma, United States of America
| | - Christine A Mariskanish
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
| | - Luke A Mansfield
- United States Forces Korea, Brian D. Allgood Army Community Hospital, Camp Humphreys, Pyeongtaek, South Korea
| | - Kayvon Modjarrad
- Walter Reed Army Institute of Research, Emerging Infectious Diseases Branch, Silver Spring, Maryland, United States of America
| | - Heather L Friberg-Robertson
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
| | - Grace M Lidl
- Walter Reed Army Institute of Research, Viral Diseases Branch, Silver Spring, Maryland, United States of America
| | - Paul T Scott
- Walter Reed Army Institute of Research, Emerging Infectious Diseases Branch, Silver Spring, Maryland, United States of America
| | - Douglas A Lougee
- United States Forces Korea, Brian D. Allgood Army Community Hospital, Camp Humphreys, Pyeongtaek, South Korea
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Zhang C, Xu S, Li Z, Liu G, Dai D, Dong C. Evolutions and Disparities of Online Attitudes Towards COVID-19 Vaccines: A Yearlong Longitudinal and Cross-sectional Study. J Med Internet Res 2021; 24:e32394. [PMID: 34878410 PMCID: PMC8786033 DOI: 10.2196/32394] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 11/04/2021] [Accepted: 12/03/2021] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Due to the urgency caused by the COVID-19 pandemic worldwide, vaccine manufacturers have to shorten and parallel the development steps to accelerate the COVID-19 vaccine production. Although all usual safety and efficacy monitoring mechanisms remain in place, varied attitudes towards the new vaccines have arisen among different population groups. OBJECTIVE This study aims to discern the evolutions and disparities of attitudes towards COVID-19 vaccines among various population groups through the study of large-scale tweets spanning over a whole year. METHODS We collected over 1.4 billion tweets from June 2020 to July 2021, which cover some critical phases concerning the development and inoculation of COVID-19 vaccines worldwide. We first developed a data mining model that incorporates a series of deep learning algorithms for inferring a range of individual characteristics, both in reality and in cyberspace, as well as sentiments and emotions expressed in tweets. We further conducted an observational study, including an overall analysis, a longitudinal study and a cross-sectional study, to collectively explore attitudes of major population groups. RESULTS Our study derived three main findings. First, the whole population's attentiveness towards vaccines strongly correlated (Pearson's r=0.9512) with the official COVID-19 statistics, including confirmed cases, deaths in particular; such attentiveness was also noticeably influenced by major vaccine-related events. Second, after the beginning of the large-scale vaccine inoculation, sentiments of all population groups came to stabilize, followed by a considerably pessimistic trend after June 2021. Third, attitude disparities towards vaccines existed among population groups defined by eight different demographic characteristics. By crossing the two dimensions of attitude, we found that among population groups carrying low sentiments, some had high attentiveness ratios, such as males and individuals with age ≥40 years old, while some had low attentiveness ratios, such as individuals with age ≤18 years old, occupations of the 3rd category, account age <5 years, and follower number <500. These findings can be used as a guide in deciding who should be given more attention and what kinds of help to give to alleviate the concerns about the vaccines. CONCLUSIONS This study tracked yearlong evolutions of attitudes towards COVID-19 vaccines among various population groups defined by eight demographic characteristics, through which significant disparities of attitudes along multiple dimensions were revealed. According to these findings, it is suggested that governments and public health organizations should provide targeted interventions to address different concerns, especially to males, older people, and other individuals with low levels of education, low awareness of news, low income and light use of social media. Moreover, public health authorities may also consider cooperating with Twitter users carrying high levels of social influence to promote the acceptance of the COVID-19 vaccines among all population groups. CLINICALTRIAL
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Affiliation(s)
- Chunyan Zhang
- Institute of Medical Artificial Intelligence, The Second Affiliate Hospital of Xi'an Jiaotong University, Xi'an, CN
| | - Songhua Xu
- Institute of Medical Artificial Intelligence, The Second Affiliate Hospital of Xi'an Jiaotong University, No.157 Xiwu Road, Xi'an, CN
| | - Zongfang Li
- Institute of Medical Artificial Intelligence, The Second Affiliate Hospital of Xi'an Jiaotong University, No.157 Xiwu Road, Xi'an, CN
| | - Ge Liu
- School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an, China, Xi'an, CN
| | - Duwei Dai
- Institute of Medical Artificial Intelligence, The Second Affiliate Hospital of Xi'an Jiaotong University, No.157 Xiwu Road, Xi'an, CN
| | - Caixia Dong
- Institute of Medical Artificial Intelligence, The Second Affiliate Hospital of Xi'an Jiaotong University, No.157 Xiwu Road, Xi'an, CN
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