Evidence map›Paper›PMID 41929889›Full record

ArticleFrontiers in public health2026

The association between health literacy and Health Information-Seeking Behavior among pulmonary nodule patients: a serial mediation of illness perception and self-efficacy.

Jinting Sun, Qian Zhao, Yanxia Han, Chang Zhu, Hongying Qian, Rui Liu, Siying Zhou

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. Article
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

7 authors.

Jinting SunDepartment of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China.
Qian ZhaoDepartment of Pulmonology, The First Affiliated Hospital of Soochow University, Suzhou, China.
Yanxia HanDepartment of Nursing, The First Affiliated Hospital of Soochow University, Suzhou, China.
Chang ZhuDepartment of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China.
Hongying QianDepartment of Pulmonology, The First Affiliated Hospital of Soochow University, Suzhou, China.
Rui LiuDepartment of Pulmonology, The First Affiliated Hospital of Soochow University, Suzhou, China.
Siying ZhouDepartment of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study aimed to examine the association between health literacy and Health Information-Seeking Behavior (HISB) among patients with pulmonary nodules (PNs). It further assessed whether illness perception and self-efficacy were associated with this relationship using a theoretically specified serial mediation model informed by the Information-Motivation-Behavioral Skills (IMB) framework. Methods: This cross-sectional study was conducted from February to June 2024. Patients with PNs were recruited from two tertiary hospitals in Suzhou, China, using convenience sampling. Structural equation modeling (SEM) was applied to test hypothesized associations among variables. Bias-corrected bootstrapping was used to estimate direct and indirect effects, including serial indirect effects consistent with the hypothesized ordering. Multi-group analysis examined whether model estimates differed by educational level. Reporting followed the STROBE guidelines. Results: Overall, 321 patients completed the survey. The mean score of HISB was 131.85 (SD = 34.96). HISB showed modest positive correlations with health literacy ( Conclusion: This study found both direct and indirect associations between health literacy and HISB among patients with PNs. The findings suggest that interventions that providing literacy-sensitive support, address maladaptive illness perception, and strengthen self-efficacy may help foster adaptive information-seeking and improve long-term surveillance adherence and psychological outcomes.

Indexed as

Health LiteracyInformation Seeking BehaviorMultiple Pulmonary NodulesSelf EfficacySolitary Pulmonary NoduleAdultAgedChinaCross-Sectional StudiesFemaleHealth Knowledge, Attitudes, PracticeHumansMaleMiddle AgedSurveys and Questionnaireshealth literacyillness perceptioninformation-seeking behaviorpulmonary nodulesself-efficacystructural equation modeling

Identifiers

PMID41929889
PMCPMC13038900

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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.