ArticleFrontiers in cardiovascular medicine2023
Associations among risk perception, health efficacy, and health behaviors for cardiovascular disease: an application of risk perception attitude framework.
Article in Frontiers in cardiovascular medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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.
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.
Who cites it
13 citing papers in PubMed, 18 citations in OpenAlex.
- Article
- Path analysis of cardiovascular disease preventive health behavior in postmenopausal Korean women based on the I-Change model.Scientific reports · 2026Article
- Associations between perceived social support, self-efficacy, and health-promoting behaviors in hospitalized heart failure patients: a cross-sectional study.BMC cardiovascular disorders · 2026Article
- Perceived Risk Perception of Future Cardiovascular Disease and Diabetes in the Postpartum Period.Journal of personalized medicine · 2026Article
- Cardiovascular disease awareness among Indonesian young adults: A cross-sectional study.Belitung nursing journal · 2026Article
- Integrating the Situational Theory of Problem Solving and Technology Acceptance Model to Predict Intention to Practice Health Protective Behavior for Influenza-Like Illness Among TikTok Users: Cross-Sectional Study.Journal of medical Internet research · 2025Article
- Article
- The impact of health literacy on treatment adherence in COPD patients: chain mediation roles of self-efficacy and perceived disease threat.Frontiers in public health · 2025Article
- Study on medication adherence in patients with gestational diabetes mellitus complicated by postpartum glucose metabolism disorders based on the risk perception attitude framework.Frontiers in endocrinology · 2025Article
- The impact of perception bias for cardiovascular disease risk on physical activity and dietary habits.International journal of nursing sciences · 2024Article
- Effects of message framing and risk perception on health communication for optimum cardiovascular disease primary prevention: a protocol for a multicenter randomized controlled study.Frontiers in public health · 2024Article
- Cardiovascular disease risk perception among community-dwelling adults in southwest Nigeria: A mixed-method study.PloS one · 2024Article
- Biases in Cardiovascular Risk Perception: Psychological and Demographic Correlates: A Cross-Sectional Study in Hungary.Journal of primary care & community healthArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: There is currently a pervasive prevalence of cardiovascular disease (CVD) risk worldwide and an inadequate amount of action is being taken to promote healthy lifestyle habits. The risk perception attitude (RPA) framework, which classifies individuals based on their risk perception and efficacy belief, enables us to predict their preventive behaviors. We applied the RPA framework to analyze CVD prevention behaviors among Chinese adults and extended its application to CVD objective risk. Methods: A cross-sectional survey was performed in two sites in Zhejiang Province, from March to August 2022, which contained self-reported CVD risk perception, objective CVD risk, efficacy belief, physical activity, healthy diet, and covariates. We used the RPA framework to categorize participants into four groups, then analysis was conducted to estimate inter-group differences in healthy behaviors. We further conducted a hierarchical logistic regression analysis with individuals' health behaviors as the dependent variable, using three blocks of independent variables. Results: Among 739 participants, healthy physical activity and healthy diet had significant differences among four RPA groups, Conclusions: Early CVD risk screening is crucial, but tailored support and a proper understanding of personal risk are essential to promote healthy behaviors. Developing communication and behavioral counseling intervention strategies on the basis of the RPA framework has the potential to promote healthy behaviors for CVD prevention.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.