Evidence map›Paper›PMID 40813665›Full record

ArticleBMC public health2025

Examining the interconnections among income, food prices, food insecurity, and health expenditure: a multicausality approach.

Ahmet Murat Günal, Sevde Cantürk, Salim Yılmaz, Canser Boz, Derya Karabay

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Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

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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

5 authors.

Ahmet Murat GünalDepartment of Nutrition and Dietetics, Faculty of Health Sciences, Halic University, Istanbul, 34060, Türkiye.ORCID http://orcid.org/0000-0001-9109-1080
Sevde CantürkDepartment of Nutrition and Dietetics, Faculty of Health Sciences, Acibadem Mehmet Ali Aydinlar University, Istanbul, 34752, Türkiye.ORCID http://orcid.org/0009-0006-2140-8875
Salim YılmazDepartment of Health Management, Faculty of Health Sciences, Acibadem Mehmet Ali Aydinlar University, Istanbul, 34752, Türkiye. salim.yilmaz@acibadem.edu.tr.ORCID http://orcid.org/0000-0003-2405-5084
Canser BozDepartment of Health Management, Faculty of Health Sciences, Istanbul University-Cerrahpaşa, Istanbul, 34555, Türkiye.ORCID http://orcid.org/0000-0002-6136-4479
Derya KarabayDepartment of Health Management, Faculty of Health Sciences, Istanbul Arel University, Istanbul, 54187, Türkiye.ORCID http://orcid.org/0000-0002-6871-1285

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundFood insecurity is a growing global issue driven by income inequality, food price fluctuations, and unequal access to essential resources. However, the interrelations among income distribution, real income, food prices, food insecurity, and health expenditure are not well understood, especially in terms of indirect and mediated effects. MATERIALS AND

methodsWe used a longitudinal dataset to build vector autoregression models and applied the Toda-Yamamoto causality approach to examine direct and mediated pathways. The augmented Dickey-Fuller test assessed stationarity, and optimal lag lengths were selected using the Akaike information criterion. We used the K-means algorithm for income group classification and the Wald test for comparing findings across groups, based on data from 99 countries. Structural stability was tested using CUSUM test for parameter stability and CUSUMSQ test for variance stability of recursive residuals and Bai-Perron for multiple breakpoints.

resultsIncome distribution and real income directly influenced food prices. In turn, food prices significantly impacted both food insecurity and health expenditure. In high-income countries, food insecurity was found to play a partial mediating role in the relationship between food prices and health expenditure. Importantly, in the global sample, income inequality mediated the relationship between food prices and food insecurity. The joint analysis of all variables revealed causal pathways that were not evident in isolated models.

conclusionThese findings highlight the critical role of income inequality in worsening food insecurity and increasing health burdens. The observed mediation mechanisms also suggest that targeted, income group-specific interventions are needed to effectively mitigate the compounded impacts of food inflation on health systems. Addressing economic disparities, stabilizing food prices, and enhancing welfare systems could reduce both food-related and healthcare challenges. Future research should explore regional patterns and broader socioeconomic indicators to support sustainable policy design.

Indexed as

CommerceFoodFood InsecurityFood SupplyHealth ExpendituresIncomeHumansLongitudinal StudiesCausal relationshipsFood insecurityFood pricesHealth expenditureIncome inequality

Identifiers

PMID40813665
PMCPMC12351902

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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.