Evidence map›Paper›PMID 40893402›Full record

ArticleAsian journal of agriculture and rural development2025

The interplay and correlates of agricultural (Farm) and non-agricultural activities to food diversity - linkages to health expenditure.

Katiso Ramalebo, Retius Chifurira, Temesgen Zewotir, Knowledge Chinhamu

Abstract read
In one paragraph

Article in Asian journal of agriculture and rural development, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Katiso RamaleboUniversity School of Mathematics, Statistics Computer Science, University of KwaZulu-Natal, Westville Campus, Durban, South Africa.ORCID 0000-0002-7465-8943
Retius ChifuriraUniversity School of Mathematics, Statistics Computer Science, University of KwaZulu-Natal, Westville Campus, Durban, South Africa.ORCID 0000-0001-7889-3417
Temesgen ZewotirUniversity School of Mathematics, Statistics Computer Science, University of KwaZulu-Natal, Westville Campus, Durban, South Africa.ORCID 0000-0003-1503-8055
Knowledge ChinhamuUniversity School of Mathematics, Statistics Computer Science, University of KwaZulu-Natal, Westville Campus, Durban, South Africa.ORCID 0000-0003-4296-7677

Funding

Research Training on Harnessing Data Science for Global Health Priorities in AfricaU2RTW012140 · FIC · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI BARNIGHAUSEN, TILL, FAWZI, WAFAIE W · 2021 to 2025
$1.7M
FIC NIH HHS U2R TW012140
6 · The paper itself

Abstract

Literature suggests that a varied and high-quality diet is essential for adequate nutrient intake and improved health outcomes. Despite this knowledge, and considering that agricultural participation can enhance food availability and diversity, populations continue to face challenges in achieving dietary diversity due to socioeconomic constraints among a plethora of factors. Understanding this relationship becomes particularly important for Lesotho, where such insights can inform strategies to promote dietary diversity, improve public health, and reduce healthcare costs. This study utilized data from the Household Budget Survey to examine how household food consumption patterns, socioeconomic factors, and agricultural participation influence food diversity and health-related costs. Using Partial Least Squares-Structural Equation Modeling (PLS-SEM), we analyzed the relationships between these variables to gain a nuanced understanding of their interplay. Results reveal that food diversity is shaped by multiple factors, including agricultural participation, which directly affects health outcomes. Household characteristics, such as income, household size, and education level of the household head, significantly predict both food diversity and health expenditure. These findings underscore that supporting agricultural engagement and promoting dietary diversity can be cost-effective strategies to improve nutrition and reduce healthcare costs in Lesotho. Policymakers should focus interventions in these areas.

Indexed as

Agricultural participationComposite reliabilityConsumption expenditureHealth expenditurePartial least squares –SEMSimpson’s index

Identifiers

PMID40893402
PMCPMC12396771

What OpenQuestion holds

Textmetadata
LicenceTDM
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.