Evidence map›Paper›PMID 41414987›Full record

ArticleFrontiers in neurology2025

Health information-seeking behavior in stroke patients and its relationship with Behavioral decision-making: a latent profile analysis.

Ze-Run Zhao, Meng Yang, Juan-Juan Feng, Yu-Meng Lan, Juan-Ping Zhong, Wei-Ping Li, Xing-Lei Wang, Xin-Man Dou

Abstract read
In one paragraph

Article in Frontiers in neurology, 2025. 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

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

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

8 authors.

Ze-Run ZhaoSchool of Nursing, Lanzhou University, Lanzhou, China.
Meng YangSchool of Nursing, Lanzhou University, Lanzhou, China.
Juan-Juan FengSchool of Nursing, Lanzhou University, Lanzhou, China.
Yu-Meng LanSchool of Nursing, Lanzhou University, Lanzhou, China.
Juan-Ping ZhongVascular Access Clinic, Lanzhou University Second Hospital, Lanzhou, China.
Wei-Ping LiSchool of Nursing, Lanzhou University, Lanzhou, China.
Xing-Lei WangDepartment of Cardiovascular, Lanzhou University Second Hospital, Lanzhou, China.
Xin-Man DouDepartment of Nursing, Lanzhou University Second Hospital, Lanzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study explored latent profiles of Health Information-Seeking Behavior (HISB) among stroke patients and analyzed its influencing factors. Methods: In this cross-sectional study, 311 stroke participants from two tertiary care hospitals in Gansu Province, China, were recruited between January and May 2025 using convenience sampling. Data were collected using a general information questionnaire, the Health Information-Seeking Behavior Scale, and the Health Behavior Decision-Making Assessment Scale for Stroke Patients. Latent profile analysis (LPA) was employed to identify distinct HISB profiles. Results: Three latent profiles were identified: the high-demand low-barrier positive group, the moderate-balanced group, and the low-demand high-barrier negative group. Key predictors of profile membership included age, education level, monthly personal income, and the presence of comorbid chronic diseases. Conclusion: The identification of three distinct HISB trait types provides an evidence-based foundation for developing personalized health education and tailored decision support interventions. Healthcare professionals can leverage this classification system to customize communication strategies for patients with different traits, deliver tiered information support, and ultimately empower patients to achieve better health behaviors and health outcomes.

Indexed as

behavioral decision-makinghealth information-seeking behaviorinfluencing factorslatent profile analysisstroke

Identifiers

PMID41414987
PMCPMC12708277

What Socratic holds

Textmetadata
LicenceCC BY
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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.