Evidence map›Paper›PMID 42180580›Full record

ArticleFrontiers in nutrition2026

Moderating effect of health-related behavior on the relationship between socioeconomic characteristics and willingness to pay for safe and nutritious food among smallholder farmers in Southwest, Nigeria.

Edamisan Stephen Ikuemonisan, Temitope Abiodun Oluwalade

Abstract read
In one paragraph

Article in Frontiers in nutrition, 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

2 authors.

Edamisan Stephen IkuemonisanDepartment of Agricultural Economics, Adekunle Ajasin University, Akungba Akoko, Nigeria.
Temitope Abiodun OluwaladeDepartment of Agricultural Economics, Adekunle Ajasin University, Akungba Akoko, Nigeria.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Smallholder farmers in sub-Saharan Africa face persistent challenges in accessing safe and nutritious food, yet the interplay between socioeconomic constraints and health-related behaviours (HRB) in shaping willingness to pay (WTP) remains underexplored. This study examines how socioeconomic characteristics and HRB jointly influence smallholder farmers' WTP for safe and nutritious food in Southwest Nigeria. Grounded in Dual System Theory, the research integrates behavioural dispositions with economic decision-making models. Methods: A cross-sectional survey design was employed, involving 294 respondents across Osun, Ondo, and Ekiti states. Data were collected using structured questionnaires incorporating an adapted Health-Promoting Lifestyle Profile (HPLP) and a Gabor-Granger-based WTP elicitation method. Analytical techniques included Kruskal-Wallis tests and ordinal logistic regression with interaction terms. Results: Income emerged as the most significant predictor of WTP, with lower-income respondents showing negligible odds of paying premiums for food safety (Wald χ Discussion: These results imply that while financial capacity remains central to food-related decisions, behavioural dispositions shape willingness to engage with food safety at a deeper level. This study extends Becker's household production model by positioning HRB as both an independent and moderating factor in food safety demand. Findings support behaviour-sensitive strategies including: (1) targeted subsidies for households demonstrating strong HRB; (2) mobile-based food safety alert systems; and (3) experiential tools such as vendor-rating applications to enhance food safety access among nutritionally vulnerable smallholder populations.

Indexed as

dual system theoryfood safety interventionshealth-related behavior (HRB)smallholder farmerssocioeconomic factorswillingness to pay (WTP)

Identifiers

PMID42180580
PMCPMC13189762

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.