Evidence map›Paper›PMID 41774860›Full record

ArticleHuman vaccines & immunotherapeutics2026

Exploring the impact of reimbursement ratios on willingness to vaccinate: A mixed-effects modeling approach using panel data.

Linbo Xie, Jie Xing, Mengsha Yan, Peiyao Li, Junfang Xu, Xin Fang, Ziting Guo, Min Yuan, Jiming Zhu

Abstract read
In one paragraph

Article in Human vaccines & immunotherapeutics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Linbo XieVanke School of Public Health, Tsinghua University, Beijing, China.
Jie XingDepartment of Health Data Science, Anhui Medical University, Hefei, Anhui, China.
Mengsha YanVanke School of Public Health, Tsinghua University, Beijing, China.
Peiyao LiVanke School of Public Health, Tsinghua University, Beijing, China.
Junfang XuZhejiang University School of Medicine, Hangzhou, China.
Xin FangT. H. Chan School of Public Health, Harvard University, Boston, MA, USA.
Ziting GuoVanke School of Public Health, Tsinghua University, Beijing, China.
Min YuanDepartment of Health Data Science, Anhui Medical University, Hefei, Anhui, China.
Jiming ZhuVanke School of Public Health, Tsinghua University, Beijing, China.ORCID 0000-0003-3545-1525

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Vaccination remains one of the most cost-effective methods for disease prevention. However, utilization of self-paid vaccines, including EV71, varicella, influenza, and DTaP-IPV-Hib in this study, remains insufficient among children under six in China. To investigate the determinants of willingness to vaccinate (WTV) for self-paid vaccines and assess cost-WTV heterogeneity, we conducted structured-questionnaire surveys with 2212 randomly selected households in Hangzhou, each with at least one child under six. Multiple regression analysis was used to identify the key determinants of WTV, and a mixed-effect model was employed to analyze the correlation between vaccine cost and WTV, further segmenting the data with unsupervised clustering techniques. Our findings highlighted impact of vaccination cost as a pivotal factor influencing the WTV for self-paid vaccines. We categorized the population into four groups based on their sensitivity to vaccine cost. Families with one child, children aged 1-3 y, highly-educated parents, and higher socioeconomic status consistently exhibited high WTV. Our analysis offers targeted strategies to enhance vaccine uptake and improve immunization coverage.

Indexed as

Patient Acceptance of Health CareVaccinationVaccinesChild, PreschoolChinaFemaleHumansInfantMaleSurveys and QuestionnairesVaccination CoverageVaccinesChildhood immunizationmachine learningmixed-effect modelself-paid vaccinesvaccine hesitancywillingness to vaccinate

Identifiers

PMID41774860
PMCPMC12959184

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.