ArticleScientific reports2024
Assortative mixing of opinions about COVID-19 vaccination in personal networks.
Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
What it found
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The trial behind it
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Who cites it
10 citing papers in PubMed, 20 citations in OpenAlex.
- Psychiatric and Neurological Involvement in COVID-19 Hospitalized Patients Through the Global Pandemic in Central Romania.Journal of clinical medicine · 2026Article
- Social networks and vaccination: a perspective on the essential role of social networks to improve vaccination outcomes in public health.Frontiers in public health · 2026Article
- Beyond binary: a machine-learning classification of childhood COVID-19 vaccination intentions using behavioural data.Population health metrics · 2025Article
- Processed food intake assortativity in the personal networks of older adults.Scientific reports · 2025Article
- Cross-sectional personal network analysis of adult smoking in rural areas.Royal Society open science · 2024Article
- Internet-Based Social Connections of Black American College Students in Pre-COVID-19 and Peri-COVID-19 Pandemic Periods: Network Analysis.Journal of medical Internet research · 2024Article
- Online Media Use and COVID-19 Vaccination in Real-World Personal Networks: Quantitative Study.Journal of medical Internet research · 2024Article
- Panic in the Pandemic: Determinants of Vaccine Hesitancy and the Dilemma of Public Health Information Sharing during the COVID-19 Pandemic in Sri Lanka.International journal of environmental research and public health · 2024Article
- Vaccination homophily in ego contact networks during the COVID-19 pandemic.Scientific reports · 2024Article
- Assortative mixing of opinions about COVID-19 vaccination in personal networks.Scientific reports · 2024Article
Corrections and comments
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Authors and funding
5 authors at 4 institutions in 7 countries.
Funding
Abstract
Many countries worldwide had difficulties reaching a sufficiently high vaccination uptake during the COVID-19 pandemic. Given this context, we collected data from a panel of 30,000 individuals, which were representative of the population of Romania (a country in Eastern Europe with a low 42.6% vaccination rate) to determine whether people are more likely to be connected to peers displaying similar opinions about COVID-19 vaccination. We extracted 443 personal networks, amounting to 4430 alters. We estimated multilevel logistic regression models with random-ego-level intercepts to predict individual opinions about COVID-19 vaccination. Our evidence indicates positive opinions about the COVID-19 vaccination cluster. Namely, the likelihood of having a positive opinion about COVID-19 vaccination increases when peers have, on average, a more positive attitude than the rest of the nodes in the network (OR 1.31, p < 0.001). We also found that individuals with higher education and age are more likely to hold a positive opinion about COVID-19 vaccination. With the given empirical data, our study cannot reveal whether this assortative mixing of opinions is due to social influence or social selection. However, it may nevertheless have implications for public health interventions, especially in countries that strive to reach higher uptake rates. Understanding opinions about vaccination can act as an early warning system for potential outbreaks, inform predictions about vaccination uptake, or help supply chain management for vaccine distribution.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.