Evidence map›Paper›PMID 41421995›Full record

ArticleBMC health services research2025

Stratified patterns of healthcare-seeking behavior among older adults in Fujian, China: exploring the behavioral foundations of health inequality.

Wei Luo, Jiaxin Liu, Hao Yang, Wenji Qiu, Jinghong Huang, Xiaojun Liu

Abstract read
In one paragraph

Article in BMC health services research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Corticosteroid Phobia in Patients with Atopic Dermatitis: A Narrative Review.Clinical, cosmetic and investigational dermatology · 2026
    Review
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.

Wei Luo *School of Health Management, Fujian Medical University, Fuzhou, 350122, China.
Jiaxin Liu *Institute of Medical Information / Medical Library, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 10020, China.
Hao YangSchool of Health Management, Fujian Medical University, Fuzhou, 350122, China.
Wenji QiuSchool of Public Health, Fujian Medical University, Fuzhou, 350122, China.
Jinghong HuangSchool of Health Management, Fujian Medical University, Fuzhou, 350122, China.
Xiaojun LiuSchool of Health Management, Fujian Medical University, Fuzhou, 350122, China. xiaojun_liu@fjmu.edu.cn.

Funding

the National Natural Science Foundation of China 72204047
6 · The paper itself

Abstract

backgroundChina is experiencing rapid population aging amid longstanding but gradually narrowing disparities in health resource allocation. As insurance coverage, primary care capacity, and basic service availability become increasingly equitable, variations in healthcare-seeking behaviors have become a key pathway through which socio-economic differences are reproduced as health inequalities. This study examined the distribution, latent patterns, and socio-demographic correlates of five representative healthcare-seeking behaviors among older adults in China.

methodsA cross-sectional survey was conducted among 1,500 older adults in Fuzhou and Xiamen, Fujian Province. Five key healthcare-seeking behaviors were assessed: routine physical examination, use of online medical services, first visit in primary care, delay in seeking treatment, and concomitant prescription–over-the-counter drug use. Latent class analysis (LCA) was used to identify unobserved behavior patterns, and Two-Step Cluster Analysis (TCA) was applied as a robustness check for class stability. Multinomial logistic regression (MLR) was then performed to assess socio-demographic correlates of class membership, with the Passive Symptom-Management Group specified a priori as the reference category.

resultsThree distinct behavior patterns emerged: a Proactive Health Management Group with high engagement in preventive and digital health services; a Reactive Primary-Care Group characterized by high reliance on primary care but limited preventive behavior; and a Passive Symptom-Management Group marked by delayed care and self-medication. LCA and TCA produced largely comparable classifications. Class membership varied significantly by gender, age, income, education, household registration, and self-reported health.

conclusionsHealthcare-seeking behaviors among older Chinese adults are increasingly stratified along socio-economic lines, and these behavioral differences function as mechanisms through which structural health inequalities are sustained even when service availability is relatively equitable. Targeted and class-specific interventions are required, including efforts to strengthen digital access, improve health literacy, and promote proactive engagement with primary care among socio-economically disadvantaged groups. Such measures may help mitigate the emerging behavioral divides in later life. ETHICS: The study was approved by the Ethics Committee of Fujian Medical University (IRB No. 2023 − 152). Written informed consent was obtained from all participants. CLINICAL TRIAL NUMBER: Not applicable.

Indexed as

Healthcare DisparitiesPatient Acceptance of Health CareAccess to Primary CareAgedChinaCross-Sectional StudiesDigital HealthFemaleHumansLatent Class AnalysisMaleMiddle AgedPrimary Health CareSocioeconomic Disparities in HealthSocioeconomic FactorsTreatment DelayCluster analysisHealthcare-seeking behaviorHealth inequalityLatent class analysisOlder adults

Identifiers

PMID41421995
PMCPMC12838036

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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 Socratic graph.