In a recent study published in the Emerging Infectious Diseases journal, researchers explored intent and belief in coronavirus disease 2019 (COVID-19) vaccination in the Netherlands.
The COVID-19 vaccines have played an indispensable role in curbing the infections and mortality caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). However, the efficacy of the vaccines is majorly dependent on the high and equal distribution of vaccine uptake in a population.
In the present study, the researchers employed mental models to explore the beliefs underlying and intentions toward COVID-19 vaccination.
The team conducted a survey between 12 March and 22 March 2021 when 1.5 million out of 17.5 million Netherlands residents were either partly or fully vaccinated against SARS-CoV-2 infections. The online survey was sent to 6810 individuals aged 18 years and above. The sample chosen for the survey was deemed as representative of the general Dutch population according to demographic characteristics.
Vaccination intention was assessed as follows. All the participants who were not vaccinated despite receiving an invitation for COVID-19 vaccination were asked Do you want to get vaccinated against the coronavirus? while the respondents who reported that they did not receive an invitation for COVID-19 vaccination were questioned If you are invited for a COVID-19 vaccination, do you then want to get vaccinated? The participants were required to answer the questions on a 5-point Likert scale wherein the points indicated 1. Certainly not; 2. Probably not; 3. Dont know; 4 Probably yes; 5. Certainly yes.
The beliefs pertaining to COVID-19 and vaccination were assessed by identifying major elements present in the mental models underlying the vaccination intentions. The beliefs were analyzed with the question: We would like to know what you think about the coronavirus/vaccination against the coronavirus. For each statement, indicate to what extent it aligns with what you think. I think . This question was followed by a total of 25 statements which were scored based on the 5-point Likert scale which could be classified into seven elements of mental modes of a person: (1) beliefs related to COVID-19 risk to oneself and ones loved ones, (2) safety of COVID-19 vaccination, (3) effectiveness of vaccination, (4) social benefits related to the vaccination, (5) alternatives to vaccination, (6) social norms associated with vaccination behavior, and (7) accessibility of vaccination.
The team also assessed the extent to which the beliefs were responsible for the variation in vaccination intentions and identified the specific beliefs that determined vaccination intentions. This was achieved by performing a regression analysis using Random Forest (RF), a machine learning method that facilitated regression and classification according to an ensemble of decision trees.
A total of four types of outputs were taken into account after the RF analysis: (1) variable importance ranking (VIR) which ranked control and independent variables, (2) particle dependence which indicated the extent and the direction of association between the dependent and independent variables, (3) cumulative variance explained which represented the variance after the addition of an independent variable to the VIR, and (4) total variance explained.
The study results showed that 62.5% of the unvaccinated participants answered that they would certainly receive COVID-19 vaccination and 17.8% reported that they would probably want to receive a COVID-19 vaccination. However, 7.1% of the participants reported that they did not know yet if they would get vaccinated, 5.9% would probably not want to receive the vaccine, while 6.8% revealed that they certainly would not get vaccinated against COVID-19. The team noted that the average response with respect to vaccination intention was 4.2.
Statistical analysis showed that all 25 beliefs were substantially associated with vaccination intentions. Correlations between COVID-19 vaccination and the related beliefs regarding COVID-19 had moderate to strong associations between different risk perception beliefs related to COVID-19. Moreover, the team observed strong associations between COVID-19 vaccination and beliefs related to the safety of COVID-19 vaccination.
Furthermore, 27.7% of the participants indicated that they did not believe that the adverse effects associated with the COVID-19 vaccination were well-researched while 28.3% opined that the COVID-19 vaccines were developed too quickly. With respect to vaccine effectiveness, while the participants believed that the vaccines would effectively protect them against COVID-19, they were unsure if the vaccine would be effective only for a short duration.
Overall, the study findings showed that beliefs associated with COVID-19 explained the wide variation in COVID-19 vaccination intentions.
See more here:
- Covid-19 diagnostic based on MIT technology might be tested on patient samples soon - The MIT Tech [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Dutch researchers first to find Covid-19 antibodies: Report - NL Times [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Getting Viral: Why COVID-19 is Such a Threat to the 60+ Plus Population and Why the Response May Make It Worse - CounterPunch [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- U.K. Scientists Paying People $4,000 to Get Infected with Coronaviruses - Newsweek [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Youre Likely to Get the Coronavirus - The Atlantic [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Mountain West Scientists Contributing To The Race For A COVID-19 Vaccine - KUNC [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- China Threatens to Withhold COVID-19 Vaccine - The - The Floridian [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Look for novel coronavirus treatments first, experts say, and vaccines are further off than you think - FiercePharma [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- COVID-19 vaccine will take at least two years to develop: health officials - The Hindu [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- 'Where's the money?' Inside GeoVax, one lab working to create a COVID-19 vaccine - wgxa.tv [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Homeland Security News Wire: COVID-19 Virus Isolated Better Testing, Treatments, Vaccines Are Near - Los Alamos Daily Post [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- With the coronavirus, drug that once raised global hopes gets another shot - STAT [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Farmington biotech teams with Yale to pursue COVID-19 vaccine - Hartford Business [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Father and daughter virologists working on vaccine for COVID-19 - National Observer [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Sanofi exploring possibility of COVID-19 vaccine that would be produced in Pa. - Bucks County Courier Times [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- EMA offers free advice to COVID-19 vaccine and therapeutic developers - European Pharmaceutical Review [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Italy COVID-19 total tops 10000; funding grows for treatments, vaccines - CIDRAP [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Free Tests, Free Vaccines: Remove the Wealth Barriers to Fighting COVID-19 - The Nation [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Inovio Pharm gets $5M from Gates Foundation to further COVID-19 vaccine project - The San Diego Union-Tribune [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- On the hunt for a Covid-19 vaccine - Vantage [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- When will a coronavirus vaccine be ready? - The Guardian [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Coronavirus vaccine: why will it take so long to create? - Los Angeles Times [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Covid-19 vaccine in development by J&J and BIDMC. - Pharmaceutical Technology [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- First COVID-19 vaccine trial starts Monday in Seattle, government official says - KOMO News [Last Updated On: March 16th, 2020] [Originally Added On: March 16th, 2020]
- Others at Kansas home tied to COVID-19 death tested negative - hays Post [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- Commentary: Is the UK's herd immunity strategy to combat COVID-19 worth pursuing? - CNA [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- 5 Promising Covid-19 Vaccines and Drugs That Could End Coronavirus Pandemic - Observer [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- First human trial of COVID-19 vaccine gets under way in the US - EWN [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- Government official: First dose to be delivered Monday in clinical trial for potential COVID-19 vaccine - Associated Press [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- First stage of COVID-19 vaccine testing gets under way - The Mercury News [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- The Race Is On To Find A Vaccine For COVID-19 - WCCO | CBS Minnesota [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- 10 Positive Updates on the COVID-19 Outbreaks From Around the World - Good News Network [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- Authorities warn of scam callers seeking sensitive information to reserve a vaccine for COVID-19 - FOX 13 Tampa Bay [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- COVID-19 Vaccine Still on Phase 1 and Might Take 18 Months From Now to Create Says Global Health Official - Tech Times [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- Army command continues work on COVID-19 vaccine, treatment | Hospital near Fort Detrick to setup drive-through testing site - WUSA9.com [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- Australian researchers have made an important discovery in the race to find a COVID-19 vaccine - SBS News [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- Regeneron aims to have coronavirus antibody treatment ready for human testing by early summer - CNBC [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- Covid-19 outbreak: the key to quicker vaccine development - Pharmaceutical Technology [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- COVID-19 Vaccine Test Begins With U.S. Volunteer | Time [Last Updated On: March 17th, 2020] [Originally Added On: March 17th, 2020]
- The FDA Regulatory Landscape for Covid-19 Treatments and Vaccines - JD Supra [Last Updated On: March 18th, 2020] [Originally Added On: March 18th, 2020]
- Montgomery Co. life science companies work together on COVID-19 vaccine - WDVM 25 [Last Updated On: March 18th, 2020] [Originally Added On: March 18th, 2020]
- Meet the volunteers testing the new experimental COVID-19 vaccine - CTV News [Last Updated On: March 18th, 2020] [Originally Added On: March 18th, 2020]
- The U.S. Should Make COVID-19 Testing, Prevention And Care Free To All - WBUR [Last Updated On: March 18th, 2020] [Originally Added On: March 18th, 2020]
- Biotech That Doubled on Covid-19 Frenzy Readies New Flu Vaccine - Bloomberg [Last Updated On: March 18th, 2020] [Originally Added On: March 18th, 2020]
- Jones sponsors bill for insurance plans to cover COVID-19 vaccines when they're available - alreporter.com [Last Updated On: March 18th, 2020] [Originally Added On: March 18th, 2020]
- Seattle volunteers receive world's first experimental COVID-19 vaccine - KOMO News [Last Updated On: March 18th, 2020] [Originally Added On: March 18th, 2020]
- What scientists are working on to find a cure for coronavirus COVID-19 - ABC News [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- This study shows how difficult it will be to find Covid-19 vaccine volunteers - Ladders [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- Differences between COVID-19 and flu? We have no immunity or vaccine for the new virus, local expert says - WFTV Orlando [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- GeekWire Podcast: Bill Gates on COVID-19, gig workers in peril, and more on the coronavirus crisis - GeekWire [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- Coronavirus vaccine: Expert warns that a usable Covid-19 vaccination won't be available for at least a year - inews [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- COVID-19 Is Deadlier Than The Flu. How Else Do They Differ? : Goats and Soda - NPR [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- Is This 'Good News' List About the COVID-19 Pandemic Accurate? - Snopes.com [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- WHO expert: Finding and distributing COVID-19 vaccine in 18 months would be 'historic' - EURACTIV [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- COVID-19: 5 reasons to be cautiously hopeful - Medical News Today [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- Scammers are trying to trick people into reserving a COVID-19 vaccine over the phone - The Verge [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- Coronavirus: How scientists are racing to find a Covid-19 vaccine - ITV News [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- COVID-19 Vaccines Are Coming, but Theyre Not What You Think - The Atlantic [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- First patients injected with potential COVID-19 vaccine in ... [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- COVID-19 vaccine - Wikipedia [Last Updated On: March 21st, 2020] [Originally Added On: March 21st, 2020]
- Researchers working to fast-track a COVID-19 vaccine - FOX 9 [Last Updated On: March 23rd, 2020] [Originally Added On: March 23rd, 2020]
- Projects awarded 10.5m to boost Covid-19 vaccine research - National Health Executive [Last Updated On: March 23rd, 2020] [Originally Added On: March 23rd, 2020]
- CureVac denies reports that Trump admin sought to acquire Covid-19 vaccine rights - MedCity News [Last Updated On: March 23rd, 2020] [Originally Added On: March 23rd, 2020]
- Cork workers to be involved in race to find vaccine for Covid-19 - Echo Live [Last Updated On: March 23rd, 2020] [Originally Added On: March 23rd, 2020]
- COVID-19 Drugs And Vaccines Showing Promise - WVXU [Last Updated On: March 23rd, 2020] [Originally Added On: March 23rd, 2020]
- Moderna could make experimental COVID-19 vaccine available to healthcare workers by fall - TechCrunch [Last Updated On: March 23rd, 2020] [Originally Added On: March 23rd, 2020]
- Beware of Fraudulent Coronavirus Tests, Vaccines and Treatments - WBIW.com [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- Singapore scientists plan to start testing COVID-19 vaccine this year: Gan Kim Yong - CNA [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- Meet the scientists contributing to race for COVID-19 vaccine - Study International News [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- The Covid-19 Vaccine: How Much Will It Cost & Who Will Have Access? - KALW [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- Scientists race to find COVID-19 vaccine, as global cases of infection climb - Yahoo Finance [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- Dynavax and Clover Biopharmaceuticals Announce Research Collaboration to Evaluate Coronavirus (COVID-19) Vaccine Candidate with CpG 1018 Adjuvant -... [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- Soligenix Inc. Heat-Stabilization Platform Evaluating Use With COVID-19 Vaccine; Zacks Small-Cap Research Increases Valuation To $12.00 Per Share -... [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- Inovio Pharmaceuticals Gets Help From Ology Bioservices and the Defense Department with Its COVID-19 Vaccine Candidate - The Motley Fool [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- New coronavirus research suggests vaccines developed to treat it could be long-lasting - TechCrunch [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- Hoth Surges on Collaboration With Voltron for COVID-19 Vaccine - Yahoo Finance [Last Updated On: March 25th, 2020] [Originally Added On: March 25th, 2020]
- UVM Researcher Offers Insights on Vaccines and COVID-19 - Seven Days [Last Updated On: March 27th, 2020] [Originally Added On: March 27th, 2020]
- 20 Indian institutes working to find Covid-19 vaccine, IITs focused on portable ventilators - ThePrint [Last Updated On: March 27th, 2020] [Originally Added On: March 27th, 2020]
- Researchers in Pittsburgh, Paris and Vienna Win Grant for COVID-19 Vaccine - UPJ Athletics [Last Updated On: March 27th, 2020] [Originally Added On: March 27th, 2020]
- Research Team in Race to Develop COVID-19 Vaccine and Treatments - USC Viterbi School of Engineering [Last Updated On: March 27th, 2020] [Originally Added On: March 27th, 2020]