ReviewSAGE open medicine2022
The health belief model's ability to predict COVID-19 preventive behavior: A systematic review.
Review in SAGE open medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06229444 (Predict + Protect), which is not on this map. Cited by 37 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.
Predict + Protect: A Randomized Controlled Trial Exploring the Effectiveness of a Predictive Health Education Intervention on the Adoption of Protective Behaviors Related to Influenza-like Illness (ILI)
Who cites it
37 citing papers in PubMed, 82 citations in OpenAlex.
- Using the health beliefs model to implement mobile puberty health education in Iranian adolescent boys: a randomized controlled trial.Frontiers in public health · 2024Trial
- Improving treatment outcomes in Ghana with agent-based model for diabetes patients' self-management behaviours.Health care management science · 2026Article
- Non-compliance with COVID-19 Health Recommendations: Five- and Ten-Month Effects on Mental Health and Academic Self-efficacy Among University Students in Sweden.International journal of behavioral medicine · 2026Article
- Predictors of COVID-19 vaccine uptake and preferences for service delivery among people who inject drugs accessing a syringe service program.Harm reduction journal · 2026Article
- Emerging Infectious Diseases Preventive Health Behavior (EID-PHB) scale: Turkish validity and reliability study.BMC infectious diseases · 2026Article
- From perception to action in public health emergencies: a three-gate integrated framework linking risk perception, information engagement, and protective responses.Frontiers in public health · 2026Article
- "At least i am doing something": a health belief model-guided qualitative study of nutritional supplement use among cancer patients during treatment.Frontiers in nutrition · 2026Article
- Knowledge, attitudes, and practices regarding temporomandibular joint disorder among patients.Scientific reports · 2025Article
- How Healthcare Teams Appear to the Observer-An Approach to the Complexities of Mask-Wearing Attitudes During the COVID-19 Pandemic.International journal of environmental research and public health · 2025Article
- Modeling the determinants of community engagement in community-based surveillance of infectious diseases: Applying the Health Belief Model.Journal of public health research · 2025Article
- Mapping advance care planning and advance directives in Latin America.BMC palliative care · 2025Article
- Article
- Factors associated with patient privacy concerns in AI-based health monitoring devices among nursing students: a cross-sectional study.BMC nursing · 2025Article
- 'Tranq': perceptions of xylazine and harm reduction practices among people receiving treatment for substance use disorders.Harm reduction journal · 2025Article
- Longitudinal influence of quarantine and COVID-19 surge after quarantine was released on behavioral and mental problems among Chinese university students.BMC public health · 2025Observational
- From information to action: modelling social and cognitive factors in health decisions.BMC public health · 2025Article
- What made people (more) positive toward the COVID-19 vaccine? Exploring positive and negative deviance perspectives.BMC public health · 2025Article
- Citizen Worry and Adherence in Response to Government Restrictions in Switzerland During the COVID-19 Pandemic: Repeated Cross-Sectional Online Surveys.Interactive journal of medical research · 2025Article
- Social support and risk perception of influenza among Chengdu residents: A cross-sectional study during post-pandemic recovery.PloS one · 2025Article
- Article
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 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: The health belief model specifies that individuals' perceptions about particular behavior can predict the performance of respective behavior. So far, the model has been used to explain why people did not follow COVID-19 preventive behavior. Although we are using it, to our best knowledge, its predictive ability in COVID-19 preventive behavior is unexplored. So, this review aimed to assess the model's predictive ability and identify the most frequently related construct. Method: A systematic review was conducted to examine the predictive ability of health belief model in COVID-19 preventive behavior using research done all over the world. Preferred reporting items for systematic review and meta-analysis guidelines were used. Comprehensive literature was searched using databases such as PubMed, Google scholar, and African Online Journal to retrieve related articles. Descriptive analyses such as the proportion of studies that better explained COVID-19 prevention behavior and the significance ratio of each construct of the model were made. Result: Overall, 1552 articles were retrieved using a search strategy and finally 32 articles fulfilling the inclusion criteria undergo the review. We found that in the majority (87.5%) of the studies health belief model has a good predictive ability of COVID-19-related behavior. Overall the explained variance for health belief model ranged from 6.5% to 90.1%. The perceived benefit was the most frequently significant predictor; highest significance ratio (96.7%) followed by self-efficacy, cues to action perceived barrier, susceptibility, and severity in decreasing order. Conclusion: Health belief model has a good predictive ability of COVID-19-related behavior in the majority of reviewed studies. The perceived benefit was the most frequently significant predictor of COVID-19-related behavior. Professionals who are in need can effectively use health belief model in planning and designing interventions to prevent and control the pandemic.
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.