Evidence map›Paper›PMID 39030255›Full record

ArticleNature food2024

Global food expenditure patterns diverge between low-income and high-income countries.

Wanqi Liang, Pathmanathan Sivashankar, Yunei Hua, Wenying Li

Abstract read
PubMed Publisher
In one paragraph

Article in Nature food, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Observational
  2. Review
  3. Wild vegetables contribute to improving the diversity and sustainability of vegetable diets in China.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  4. Article
  5. 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.

Wanqi LiangCollege of Economics and Management, Huazhong Agricultural University, Wuhan, China. liangwanqi@webmail.hzau.edu.cn.ORCID 0000-0002-2660-4166
Pathmanathan SivashankarDepartment of Agricultural Economics and Rural Sociology, Auburn University, Auburn, AL, USA.ORCID 0000-0002-2130-4009
Yunei HuaDepartment of Agricultural Economics and Rural Sociology, Auburn University, Auburn, AL, USA.
Wenying LiDepartment of Agricultural Economics and Rural Sociology, Auburn University, Auburn, AL, USA. wenying.li@auburn.edu.ORCID 0000-0002-6703-725X

Funding

USDA FX22TA-10960R022
6 · The paper itself

Abstract

Globalization, income growth and changing cultural trends are believed to prompt consumers in low-income countries to adopt the more affluent diet of high-income countries. This study investigates the convergence of food expenditure patterns worldwide, focusing on total food expenditure, raw food categories and ultra-processed foods and beverages across more than 90 countries over the past decades. Contrary to prior belief, we find that food expenditure patterns of lower-income countries do not universally align with those of higher-income nations. This trend is evident across most raw food categories and ultra-processed foods and beverages, as the income level of a country continues to play a crucial role in determining its food expenditure patterns. Importantly, expenditure patterns offer estimates rather than a precise idea of dietary intake, reflecting consumer choices shaped by economic constraints rather than exact dietary consumption.

Indexed as

Developed CountriesDeveloping CountriesFoodIncomeBeveragesDietFast FoodsHumansPoverty

Identifiers

What OpenQuestion holds

Textmetadata
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.