Evidence map›Paper›PMID 41477318›Full record

ArticleFrontiers in nutrition2025

The impacts of digital payment capability on food consumption upgrading in rural households: evidence from China.

Chao Zhou, Shiyuan Wang, Lei Zhou, Shenwei Wan

Abstract read
In one paragraph

Article in Frontiers in nutrition, 2025. 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

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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

4 authors.

Chao ZhouResearch Center of the Economic and Social Development of Henan East Provincial Joint, Shangqiu Normal University, Shangqiu, China.
Shiyuan WangSchool of Agricultural Economics and Rural Development, Renmin University of China, Beijing, China.
Lei ZhouSchool of Agricultural Economics and Rural Development, Renmin University of China, Beijing, China.
Shenwei WanSchool of Agricultural Economics and Rural Development, Renmin University of China, Beijing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Globally, rural areas in developing countries face food insecurity and malnutrition, threatening both public health and sustainable development. This study examines the impact of digital payment capability (DPC) on the upgrading of food consumption pattern (UFCP) among rural Chinese households. Guided by Sen's Feasible Capability framework, we construct a multidimensional DPC index comprising information access, liquidity access, digital engagement and external training. We apply this index to 2,078 households from the China Rural Revitalization Survey (CRRS) and adopt the Ford Behavioral Model to analyze both direct effects and mediating pathways. Our main findings are as follows. First, DPC significantly enhances UFCP, with the effect largely mediated by increases in household income and improvements in the health awareness of household heads. Second, the positive association between DPC and UFCP is strongest in eastern and western provinces, in peri-urban areas and in regions with more advanced digital economies. Third, dietary gains from higher DPC are most pronounced in households led by middle-aged, less-educated or less-healthy individuals, and in families with middle to high incomes. These results underscore the potential of digital payment services to drive dietary transformation in rural China. To maximize impact, policymakers should expand digital-payment infrastructure and pair it with targeted income-support and health-literacy programs, thereby fostering more diverse diets and greater well-being in rural populations.

Indexed as

digital payment capability (DPC)ford behavioral modelrural householdssustainable development goals (SDGs)the upgrading of food consumption pattern (UFCP)

Identifiers

PMID41477318
PMCPMC12747940

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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.