Evidence map›Paper›PMID 41300031›Full record

ArticleFoods (Basel, Switzerland)2025

Does the Digital Economy Promote Dietary Diversity Among Chinese Residents?

Hao Fan, Qian Xu, Jingjing Wang, Mingming Du

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 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

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

4 authors.

Hao FanCollege of Economics and Management, China Agricultural University, Beijing 100083, China.ORCID 0009-0004-5575-9935
Qian XuCollege of Economics and Management, China Agricultural University, Beijing 100083, China.ORCID 0000-0003-0138-888X
Jingjing WangCollege of Economics and Management, China Agricultural University, Beijing 100083, China.ORCID 0000-0001-8150-3571
Mingming DuSydney Institute of Agricultural, School of Life and Environmental Sciences, The University of Sydney, Sydney, NSW 2015, Australia.ORCID 0009-0003-9185-8386

Funding

Beijing Municipal Social Science Foundation, China NO. 202206311110877
6 · The paper itself

Abstract

Understanding how digital transformation shapes dietary behavior is essential for evaluating nutritional transitions in developing economies. However, the mechanisms through which the digital economy impacts dietary diversity remain insufficiently explored. This study provides new empirical evidence on how digitalization influences the dietary diversity of Chinese residents. Utilizing unbalanced panel data sourced from the China Nutrition and Health Survey (CHNS), we calculate provincial digital economy indices and estimate its effects through Ordinary Least Squares (OLS) and mediating effect model. Baseline results state that the digital economy significantly improves dietary diversity. Mediating effects analyses reveal that the digital economy augments dietary diversity by boosting household income, deepening dietary awareness, and facilitating industry transformation and consumption upgrading. Moreover, heterogeneity analyses indicate that the synergistic effect between the digital economy and diet patterns varies significantly across urban-rural areas, education levels, and household living conditions. These findings offer valuable insights for other emerging economies undergoing similar digital and nutritional transitions.

Indexed as

dietary diversitydigital economyfood consumptionmediating effect

Identifiers

PMID41300031
PMCPMC12650907

What Socratic 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 Socratic graph.