Evidence map›Paper›PMID 42376904›Full record

ArticleTropical medicine & international health : TM & IH2026

Validation of Health Belief Model and Theory of Planned Behaviour Constructs for Predicting Malaria Vaccine Acceptance in Ghana: A Partial Least Squares Structural Equation Modelling Approach.

Michael Sarfo, Michael Snowden, Jamie P Halsall

Abstract readValidation Study
In one paragraph

Article in Tropical medicine & international health : TM & IH, 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

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

3 authors.

Michael SarfoSchool of Human and Health Sciences University of Huddersfield, Huddersfield, UK.ORCID https://orcid.org/0000-0001-7380-1608
Michael SnowdenSchool of Human and Health Sciences University of Huddersfield, Huddersfield, UK.ORCID https://orcid.org/0000-0003-1218-7434
Jamie P HalsallSchool of Human and Health Sciences University of Huddersfield, Huddersfield, UK.ORCID https://orcid.org/0000-0003-4555-7470

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

aimThis study examines the predictive power of constructs from the health belief model (HBM) and theory of planned behaviour (TPB) in explaining malaria vaccine acceptance in Ghana in the post-COVID-19 era, while also assessing the reliability of these constructs within this context.

methodsA cross-sectional survey of 622 adults was conducted in two Ghanaian municipalities representing high- and low-malaria endemicity. Constructs from HBM and TPB, alongside contextual factors such as religiosity and traditional medicine use, were measured. Partial Least Squares Structural Equation Modelling (PLS-SEM) was used to assess construct validity and estimate their predictive relationships with vaccine intention.

resultsAll constructs demonstrated strong reliability (Cronbach's α = 0.894-0.985) and convergent validity (AVE = 0.797-0.971). The model demonstrated strong predictive power, explaining 67.6% of the variance in vaccine intentions (R

conclusionHBM and TPB constructs are reliable and valid in predicting malaria vaccine acceptance in Ghana. Interventions should focus on strengthening positive attitudes and highlighting the benefits of vaccination, while addressing misconceptions among those who perceive themselves as most vulnerable. This study provides novel evidence on malaria vaccine acceptance in a post-pandemic context and underscores the utility of combining HBM and TPB for predicting preventive health behaviours in sub-Saharan Africa.

Indexed as

Health Belief ModelHealth Knowledge, Attitudes, PracticeMalariaMalaria VaccinesPatient Acceptance of Health CareAdolescentAdultCross-Sectional StudiesFemaleGhanaHumansIntentionLatent Class AnalysisMaleMiddle AgedReproducibility of ResultsMalaria VaccinesGhanahealth belief modelmalaria vaccinePLS‐SEMtheory of planned behaviourvaccine hesitancy

Identifiers

PMID42376904
PMCPMC13628419

What OpenQuestion holds

Textmetadata
Read underepoch 390

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 OpenQuestion graph.