Global intention of the general public to undergo COVID-19 vaccination: time trends and risk factors for vaccine refusal, a Systematic Review and Meta-analysis
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Background: Knowledge of facilitators and barriers regarding the uptake of COVID-19 vaccination at a global population level is critical for combating the pandemic, saving lives, and protecting the economy. The aim of this work was to determine the proportion of people likely to accept or refuse to undergo COVID-19 vaccination. This study also investigated (a) time trends regarding the intention to undergo COVID-19 vaccination and (b) socio-demographic risk factors influencing vaccine refusal. Methods: Databases (01 March 2020-01 March 2021) searched included PubMed, MEDLINE, and Scopus. The sample size was n ≥1000 and selected studies were those that determined vaccine ‘acceptance’, ‘refusal’ and ‘hesitancy’. A random-effects model was employed to obtain the overall odds ratio (OR) and 95% confidence interval (CI) for socio-demographic predictors for vaccine refusal. Results: A total of 832 citations were screened and 35 studies from 21 countries (n=130,179) were analyzed. The pooled proportion of individuals reporting an intention to vaccinate was 0.70 (95% CI: 0.65 to 0.74; I 2 = 99.68%). The proportion of people intending to vaccinate decreased (regression coefficient = -0.13; p<0.001) during the study period and odds of refusal to vaccinate increased by 1.37-fold (95% CI: 1.33-1.41) during the second half. Risk factors identified for vaccine refusal included being female, rural residence, lower income, and lower level of formal education. Conclusions: A moderate proportion of people showed an intention to receive vaccination, although this declined during the study period. A global and national multi-pronged strategic and targeted approach is urgently needed to enhance vaccination uptake amongst females, those with a relatively lower educational and socioeconomic status, and those in rural areas.
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Cites
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & The PRISMA Group (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000097 · Cited by 64,042 · see citing works
Quantifying heterogeneity in a meta‐analysis
Higgins, J. P. T., & Thompson, S. G. (2002) · Statistics in Medicine · doi:10.1002/sim.1186 · Cited by 36,763 · see citing works
Duval, S., & Tweedie, R. (2000) · Biometrics · doi:10.1111/j.0006-341x.2000.00455.x · Cited by 14,099 · see citing works
Hoy, D., Brooks, P., Woolf, A., Blyth, F., March, L., Bain, C., Baker, P., Smith, E., & Buchbinder, R. (2012) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2011.11.014 · Cited by 2,555 · see citing works
Dubé, È., Laberge, C., Guay, M., Bramadat, P. A., Roy, R., & Bettinger, J. A. (2013) · Human Vaccines & Immunotherapeutics · doi:10.4161/hv.24657 · Cited by 2,178 · see citing works
Metaprop: a Stata command to perform meta-analysis of binomial data
Nyaga, V. N., Arbyn, M., & Aerts, M. (2014) · Archives of Public Health · doi:10.1186/2049-3258-72-39 · Cited by 2,139 · see citing works
Measuring the impact of COVID-19 vaccine misinformation on vaccination intent in the UK and USA
Loomba, S., de Figueiredo, A., Piatek, S. J., de Graaf, K., & Larson, H. J. (2021) · Nature Human Behaviour · doi:10.1038/s41562-021-01056-1 · Cited by 1,800 · see citing works
Susceptibility to misinformation about COVID-19 around the world
Roozenbeek, J., Schneider, C. R., Dryhurst, S., Kerr, J., Freeman, A. L. J., Recchia, G., van der Bles, A. M., & van der Linden, S. (2020) · Royal Society Open Science · doi:10.1098/rsos.201199 · Cited by 1,447 · see citing works
Murphy, J., Vallières, F., Bentall, R. P., Shevlin, M. E., McBride, O., Hartman, T. K., McKay, R., Bennett, K. M., Mason, L., Miller, J. G., et al. (2021) · Nature Communications · doi:10.1038/s41467-020-20226-9 · Cited by 1,274 · see citing works
The psychological impact of COVID-19 on the mental health in the general population
Serafini, G., Parmigiani, B., Amerio, A., Aguglia, A., Sher, L., & Amore, M. (2020) · QJM: An International Journal of Medicine · doi:10.1093/qjmed/hcaa201 · Cited by 1,187 · see citing works
Herd Immunity: Understanding COVID-19
Randolph, H. E., & Barreiro, L. B. (2020) · Immunity · doi:10.1016/j.immuni.2020.04.012 · Cited by 1,138 · see citing works
Reiter, P. L., Pennell, M. L., & Katz, M. L. (2020) · Vaccine · doi:10.1016/j.vaccine.2020.08.043 · Cited by 1,102 · see citing works
COVID-19 Vaccination Hesitancy in the United States: A Rapid National Assessment
Khubchandani, J., SHARMA, S. K., Price, J. H., Wiblishauser, M. J., Sharma, M., & Webb, F. J. (2021) · Journal of Community Health · doi:10.1007/s10900-020-00958-x · Cited by 1,080 · see citing works
Conspiracy theories as barriers to controlling the spread of COVID-19 in the U.S.
Römer, D., & Jamieson, K. H. (2020) · Social Science & Medicine · doi:10.1016/j.socscimed.2020.113356 · Cited by 1,065 · see citing works
Paul, E., Steptoe, A., & Fancourt, D. E. (2020) · The Lancet Regional Health - Europe · doi:10.1016/j.lanepe.2020.100012 · Cited by 1,014 · see citing works
Once we have it, will we use it? A European survey on willingness to be vaccinated against COVID-19
Neumann‐Böhme, S., Varghese, N. E., Sabat, I., Barros, P. P., Brouwer, W. B. F., van Exel, J. N. A., Schreyögg, J., & Stargardt, T. (2020) · The European Journal of Health Economics · doi:10.1007/s10198-020-01208-6 · Cited by 1,012 · see citing works
Wong, L. P., Alias, H., Wong, P.-F., Lee, H. Y., & AbuBakar, S. (2020) · Human Vaccines & Immunotherapeutics · doi:10.1080/21645515.2020.1790279 · Cited by 814 · see citing works
Schwarzinger, M., Watson, V., Arwidson, P., Alla, F., & Luchini, S. (2021) · The Lancet Public Health · doi:10.1016/s2468-2667(21)00012-8 · Cited by 765 · see citing works
Freeman, D. H., Loe, B. S., Chadwick, A., Vaccari, C., Waite, F., Rosebrock, L. E., Jenner, L., Petit, A., Lewandowsky, S., Vanderslott, S., et al. (2020) · Psychological Medicine · doi:10.1017/s0033291720005188 · Cited by 764 · see citing works
Sherman, S. M., Smith, L., Sim, J., Amlôt, R., Cutts, M., Dasch, H. K., Rubin, G. J., & Sevdalis, N. (2020) · Human Vaccines & Immunotherapeutics · doi:10.1080/21645515.2020.1846397 · Cited by 748 · see citing works
Log-transformation and its implications for data analysis.
Feng, C., Wang, H., Lu, N., Chen, T., He, H., Lü, Y., & Tu, X. M. (2014) · PubMed Central · doi:10.3969/j.issn.1002-0829.2014.02.009 · Cited by 712 · see citing works
Acceptance of a COVID-19 Vaccine in Southeast Asia: A Cross-Sectional Study in Indonesia
Harapan, H., Wagner, A. L., Yufika, A., Winardi, W., Anwar, S., Gan, A. K., Setiawan, A. M., Rajamoorthy, Y., Sofyan, H., & Mudatsir, M. (2020) · Frontiers in Public Health · doi:10.3389/fpubh.2020.00381 · Cited by 691 · see citing works
Understanding COVID-19 vaccine demand and hesitancy: A nationwide online survey in China
Lin, Y., Hu, Z., Zhao, Q., Alias, H., Danaee, M., & Wong, L. P. (2020) · PLoS neglected tropical diseases · doi:10.1371/journal.pntd.0008961 · Cited by 688 · see citing works
Sallam, M., Dababseh, D., Eid, H., Al-Mahzoum, K., Al-Haidar, A., Taim, D., Yaseen, A., Ababneh, N. A., Bakri, F. G., & Mahafzah, A. (2021) · Vaccines · doi:10.3390/vaccines9010042 · Cited by 675 · see citing works
(2009) · Cited by 670 · see citing works
Correlates and Disparities of COVID-19 Vaccine Hesitancy
Callaghan, T., Moghtaderi, A., Lueck, J. A., Hotez, P. J., Strych, U., Dor, A., Fowler, E. F., & Motta, M. (2020) · Social Science & Medicine · doi:10.1016/j.socscimed.2020.113638 · Cited by 659 · see citing works
Ward, J. K., Alleaume, C., Peretti‐Watel, P., Peretti‐Watel, P., Seror, V., Cortaredona, S., Launay, O., Raude, J., Verger, P., Beck, F., et al. (2020) · Social Science & Medicine · doi:10.1016/j.socscimed.2020.113414 · Cited by 418 · see citing works
Salali, G. D., & Uysal, M. S. (2022) · Psychological Medicine · doi:10.1017/s0033291720004067 · Cited by 415 · see citing works
Parental Hesitancy About Routine Childhood and Influenza Vaccinations: A National Survey
Kempe, A., Saville, A. W., Albertin, C. S., Zimet, G. D., Breck, A., Helmkamp, L. J., Vangala, S., Dickinson, L. M., Rand, C., Humiston, S. G., et al. (2020) · PEDIATRICS · doi:10.1542/peds.2019-3852 · Cited by 343 · see citing works
Edwards, B., Biddle, N., Gray, M., & Sollis, K. (2021) · PLoS ONE · doi:10.1371/journal.pone.0248892 · Cited by 340 · see citing works
Shimabukuro, T. T., & Nair, N. (2021) · JAMA · doi:10.1001/jama.2021.0600 · Cited by 327 · see citing works
Covid-19: European countries suspend use of Oxford-AstraZeneca vaccine after reports of blood clots
Wise, J. (2021) · BMJ · doi:10.1136/bmj.n699 · Cited by 327 · see citing works
Allington, D., McAndrew, S., Moxham-Hall, V. L., & Duffy, B. (2021) · Psychological Medicine · doi:10.1017/s0033291721001434 · Cited by 301 · see citing works
Willingness to Receive COVID-19 Vaccination in Japan
Yoda, T., & Katsuyama, H. (2021) · Vaccines · doi:10.3390/vaccines9010048 · Cited by 291 · see citing works
Taylor, S. J., Landry, C. A., Paluszek, M. M., Groenewoud, R., Rachor, G. S., & Asmundson, G. J. G. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.575950 · Cited by 282 · see citing works
COVID-19 Vaccination Acceptance and Its Associated Factors Among a Middle Eastern Population
Al-Qerem, W. A., & Jarab, A. S. (2021) · Frontiers in Public Health · doi:10.3389/fpubh.2021.632914 · Cited by 267 · see citing works
Abedin, M., Islam, M. A., Rahman, F. N., Reza, H. M., Hossain, M. Z., Hossain, M. A., Arefin, A., & Hossain, A. (2021) · PLoS ONE · doi:10.1371/journal.pone.0250495 · Cited by 231 · see citing works
Daly, M., & Robinson, E. (2021) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2021.01.008 · Cited by 213 · see citing works
An online survey of the attitude and willingness of Chinese adults to receive COVID-19 vaccination
Chen, M., Li, Y., Chen, J., Wen, Z., Feng, F., Zou, H., Fu, C., Chen, L., Shu, Y., & Sun, C. (2021) · Human Vaccines & Immunotherapeutics · doi:10.1080/21645515.2020.1853449 · Cited by 188 · see citing works
Flattening the Curve of COVID-19 Vaccine Rejection—A Global Overview
Feleszko, W., Lewulis, P., Czarnecki, A., & Waszkiewicz, P. (2020) · Vaccines · doi:10.3390/vaccines9010044 · Cited by 170 · see citing works
Graffigna, G., Palamenghi, L., Boccia, S., & Barello, S. (2020) · Vaccines · doi:10.3390/vaccines8040576 · Cited by 168 · see citing works
Wang, C., Han, B., Zhao, T., Liu, H., Liu, B., Chen, L., Xie, M., Liu, J., Zheng, H., Zhang, S., et al. (2021) · Vaccine · doi:10.1016/j.vaccine.2021.04.020 · Cited by 164 · see citing works
Enhancing COVID-19 Vaccines Acceptance: Results from a Survey on Vaccine Hesitancy in Northern Italy
Reno, C., Maietti, E., Fantini, M. P., Savoia, E., Manzoli, L., Montalti, M., & Gori, D. (2021) · Vaccines · doi:10.3390/vaccines9040378 · Cited by 155 · see citing works
Willingness of Greek general population to get a COVID-19 vaccine
Kourlaba, G., Kourkouni, Ε., Maistreli, S., Tsopela, G.-C., Molocha, N.-M., Triantafyllou, C., Koniordou, M., Kopsidas, I., Chorianopoulou, E., Maroudi-Manta, S., et al. (2021) · Global Health Research and Policy · doi:10.1186/s41256-021-00188-1 · Cited by 154 · see citing works
The VACCINES Act: Deciphering Vaccine Hesitancy in the Time of COVID-19
McAteer, J., Yıldırım, İ., & Chahroudi, A. (2020) · Clinical Infectious Diseases · doi:10.1093/cid/ciaa433 · Cited by 140 · see citing works
Leigh, J. P., Fiest, K. M., Brundin‐Mather, R., Plotnikoff, K. M., Soo, A., Sypes, E. E., Whalen-Browne, L., Ahmed, S. B., Burns, K. E. A., Fox‐Robichaud, A., et al. (2020) · PLoS ONE · doi:10.1371/journal.pone.0241259 · Cited by 117 · see citing works
Jaspal, R., & Breakwell, G. M. (2020) · International Journal of Social Psychiatry · doi:10.1177/0020764020976694 · Cited by 116 · see citing works
Acceptability of a COVID-19 Vaccine among the Saudi Population
Alfageeh, E. I., Alshareef, N., Angawi, K., Alhazmi, F. N., & Chirwa, G. C. (2021) · Vaccines · doi:10.3390/vaccines9030226 · Cited by 114 · see citing works
da Silveira, M. F., Buffarini, R., Bertoldi, A. D., Santos, I. S., Barros, A. J. D., Matijasevich, A., Menezes, A. M. B., Gonçalves, H., Horta, B. L., Barros, F. C., et al. (2019) · Vaccine · doi:10.1016/j.vaccine.2019.10.070 · Cited by 74 · see citing works
Gan, L., Chen, Y., Hu, P., Wu, D., Zhu, Y., Tan, J., Li, Y., & Zhang, D. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18041993 · Cited by 74 · see citing works
United States COVID-19 Vaccination Preferences (CVP): 2020 Hindsight
Craig, B. M. (2021) · Patient · doi:10.1007/s40271-021-00508-0 · Cited by 61 · see citing works
Cata-Preta, B. O., Wehrmeister, F. C., Santos, T. M., Barros, A. J. D., & Victora, C. G. (2020) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2020.07.028 · Cited by 48 · see citing works
How to Conduct a Meta-Analysis of Proportions in R: A Comprehensive Tutorial
Wang, N. (2018) · doi:10.13140/rg.2.2.27199.00161/1 · Cited by 29 · see citing works
Covid-19: Oxford researchers halt vaccine trial while adverse reaction is investigated
Mahase, E. (2020) · BMJ · doi:10.1136/bmj.m3525 · Cited by 28 · see citing works
COVID vaccination SRPreprint
Parthasarathi, A. (2021) · doi:10.17605/osf.io/px73q · Cited by 1 · see citing works
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Sachs, J. D., Karim, S. S. A., Aknin, L., Allen, J., Brosbøl, K., Colombo, F., Barron, G. C., Espinosa, M. F., Gaspar, V., Gaviria, A., et al. (2022) · The Lancet · doi:10.1016/s0140-6736(22)01585-9 · Cited by 842 · see citing works
Parthasarathi, A., Padukudru, S., Arunachala, S., Basavaraj, C. K., Krishna, M. T., Ganguly, K., Upadhyay, S., & Mahesh, P. A. (2022) · Vaccines · doi:10.3390/vaccines10081233 · Cited by 62 · see citing works
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Limbu, Y. B., & Gautam, R. K. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1162861 · Cited by 25 · see citing works
Parthasarathi, A., Puvvada, R. K., Shankar, M., Siddaiah, J. B., Ganguly, K., Upadhyay, S., & Mahesh, P. A. (2022) · Vaccines · doi:10.3390/vaccines10071095 · Cited by 14 · see citing works
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Pedersen, B., Thompson, G. H., Kouakou, A. Y., Mujinga, M., Nicholes, S., Martínez, A., Agha, S., Thanel, K., Ouattara, M. L., Gbeke, D., et al. (2023) · Vaccines · doi:10.3390/vaccines12010006 · Cited by 4 · see citing works
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Grewal, S., Kidney, E., & Kenny, P. J. (2022) · doi:10.14293/s2199-1006.1.sor-.ppkuxgn.v1 · Cited by 2 · see citing works
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- Authors
- Parthasarathi, A., Puvvada, R. K., Basappa, S., Krishna, M. T., & P A, M.
- Affiliations
- La Trobe University (AU)
- University Hospitals Birmingham NHS Foundation Trust (GB)
- Venue
- Wellcome Open Research
- Publisher
- F1000 Research Ltd
- Published
- 2022-01-19
- Volume
- 7
- Pages
- 17
- ISSN
- 2398-502X (ISSN-L)
- OpenAlex
- W4205274164
- Cited by
- 7
- References
- 55
- Citations by year
- 2025: 1 · 2023: 2 · 2022: 4
- FWCI
- 0.24
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Wellcome Open Research (publishedVersion, cc-by)
- Funders
- The Wellcome Trust DBT India Alliance ([IA/TSG/19/1/600026])
- Topics
- Social Sciences › Health › Vaccine Coverage and Hesitancy
- Health Sciences › Medicine › Infectious Diseases › SARS-CoV-2 and COVID-19 Research
- Social Sciences › Psychology › Clinical Psychology › COVID-19 and Mental Health
- Keywords
- COVID-19 vaccination, vaccine acceptance, vaccine refusal, vaccine hesitancy, vaccination intention, temporal trends, sociodemographic risk factors, gender differences, rural residence, socioeconomic status, educational attainment
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