The Calculus of Confidence: Modelling Vaccine Hesitancy and Strategies for Support
Gill, E. E.; Winsor, G. L.; Jia, B.; Cook, J.; Lotoski, L.; Medeleanu, M. V.; Di Ruggiero, E.; Cameron, E.; Langlois, M.-A.; Moraes, T.; Simons, E.; Subbarao, P.; Turvey, S.; Azad, M.; Brinkman, F. S.
Show abstract
BackgroundVaccine hesitancy is a growing issue that the WHO ranks as one of the top 10 threats to global health. Public confidence in vaccines and rates of routine childhood vaccination have been declining around the world since the pandemic, when many countries saw the instatement of COVID-19 vaccine mandates. ObjectivesWe leveraged the COVID-19 add-on study, conducted by the CHILD Cohort Study (Canadas most phenotypically diverse, large prospective longitudinal birth cohort), to determine characteristics associated with adult participants vaccine hesitancy. Our goal was to identify potential strategies for addressing vaccine uptake concerns. This study complements others by examining more behavioural, socioeconomic, attitudinal and additional characteristics, in some cases with greater granularity, and by further exploring the effects of COVID-19 vaccine mandates on vaccine uptake and beliefs. MethodsWe generated penalized logistic regression models and used statistical tests to analyze a dataset of nearly 700 questionnaire responses where vaccine hesitancy was measured by participants agreement or disagreement with the following statements: "Getting myself vaccinated is important for the health of others in my community" and "Getting vaccinated is a good way to protect myself from disease. We also examined whether vaccination status or opinions changed after the imposition of vaccine mandates. ResultsWhile vaccine mandates were successful in increasing COVID-19 specific vaccine uptake in hesitant individuals vs confident individuals, they were ineffective in modifying hesitant individuals beliefs about vaccines. Vaccine-confident individuals were more likely to engage in pandemic safety measures such as physical distancing, while vaccine-hesitant individuals were more likely to have or had chronic medical conditions in the past, experience economic precarity, have lower socioeconomic status and/or formal education level, have had difficulty accessing medical care, and rely on friends and internet sites that were not governmental for COVID-19 related information. ConclusionsTo ensure that relevant information regarding vaccines reaches all segments of the population, outreach strategies should be tailored to individuals with a variety of cultural or educational backgrounds. Improving access to medical care could also improve access to reliable information. Vaccine mandates do not impact an individuals beliefs in vaccines, and so countering vaccine hesitancy itself is likely to be more effective in terms of ensuring continuous vaccine uptake in a population.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- COVID-19 vaccine acceptance and its socio-demographic and emotional determinants: a multi-country cross-sectional study 95%
- Trends, patterns and psychological influences on COVID-19 vaccination intention: findings from a large prospective community cohort study in England and Wales (Virus Watch) 94%
- Receipt of COVID-19 and seasonal influenza vaccines in California (USA) during the 2021-2022 influenza season 94%
Similar papers in this journal
Similar papers in this journal
- Underlying factors that influence the acceptance of COVID-19 vaccine in a country with a high vaccination rate 96%
- Race-ethnicity and Perceptional Determinants of COVID-19 Vaccination Intentions: A Cross-sectional Study Among Health Workers and the General Population in the San Francisco Bay Area 95%
- COVID-19 vaccination acceptance among healthcare workers in Germany 95%
Similar papers in this journal
- mRNA COVID-19 vaccine effectiveness against SARS-CoV-2 infection in a prospective community cohort, rural Wisconsin, November 2020-December 2021 92%
- Prior SARS-CoV-2 Infection and COVID-19 Vaccine Effectiveness against Outpatient Illness during Widespread Circulation of SARS-CoV-2 Omicron Variant, US Flu VE Network 92%
- Effectiveness of 2024/25 KP.2 vaccine against outpatient COVID-19 in Canada 92%
Similar papers in this journal
- COVID-19 vaccine hesitancy and conspiracy beliefs in Togo: Findings from two cross-sectional surveys 95%
- Health concerns and government distrust: variation in types of COVID-19 vaccine hesitancy by racial and ethnic group before and at universal vaccine eligibility in the US 94%
- COVID-19 vaccine brand hesitancy and other challenges to vaccination in the Philippines 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.