Evidence map›Paper›PMID 41859256›Full record

ArticleFrontiers in public health2026

Willingness to pay for supplementary medical insurance and its influencing factors among rural residents in ethnic minority areas.

Yao Li, Daiqing Cao, Mingwei Zhu, Lili Zhu, Liang Shen, Xiang He

Abstract read
In one paragraph

Article in Frontiers in public health, 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

6 authors.

Yao Li *School of Management, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Daiqing Cao *School of Management, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Mingwei Zhu *School of Management, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Lili ZhuSchool of Management, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Liang ShenSchool of Management, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Xiang HeMedical Affairs Department, Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: In recent years, the prices of medical services have been constantly rising, and supplementary medical insurance has become an important way for some residents to alleviate their heavy economic burden. Due to their special natural conditions and social environment, residents in rural areas of ethnic minorities face higher risks and costs in seeking medical treatment. Therefore, they have personalized demands for supplementary medical insurance. Therefore, studying the willingness of residents in rural areas of ethnic minorities to pay supplementary medical insurance and its influencing factors has important practical and policy significance. Methods: Data Collection: A questionnaire was designed based on the Andersen model, and a mixed sampling approach was employed to conduct offline surveys in the market areas of five towns in Tongdao County; concurrently, electronic questionnaires were distributed via social media applications. A total of 551 valid questionnaires were obtained. Data Analysis: Data were analyzed using SPSS. Descriptive statistics, hierarchical logistic regression, and multiple correspondence analysis were applied to examine how different factors influence willingness to pay among rural residents in ethnic minority areas. Results: 58.98% of rural residents were willing to pay for supplementary medical insurance. Multivariate analysis indicated that occupation, emphasis on health management, annual household income, payment experience, and family medical expenses in the past year significantly influenced willingness to pay ( Conclusion: All three categories of factors within the Andersen model framework significantly affected rural residents' willingness to pay in Tongdao County. A disconnect between willingness to pay and actual behavior concerning supplementary medical insurance was observed in the rural areas of Tongdao County. The construction and improvement of supplementary medical insurance in this context require joint efforts from all stakeholders to develop sustainably.

Indexed as

EthnicityFinancing, PersonalInsurance, HealthMinority GroupsRural PopulationAdultFemaleHumansMaleMiddle AgedSocioeconomic FactorsSurveys and QuestionnairesYoung AdultAndersen modelinfluencing factorsrural areassupplementary medical insurancewillingness to pay

Identifiers

PMID41859256
PMCPMC12996166

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.