Evidence map›Paper›PMID 42649212›Full record

ArticleNature communications2026

Food-related energy consumption can help reveal poverty in rural Chinese households.

Ruohan Zhong, Jinjun Xue, Xinye Zheng, Chu Wei, Qian Sun

Abstract read
In one paragraph

Article in Nature communications, 2026. 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

5 authors.

Ruohan ZhongSchool of Applied Economics, Renmin University, Beijing, China.
Jinjun XueSchool of Economics, Nagoya University, Nagoya, Japan.ORCID 0000-0002-6794-1361
Xinye ZhengSchool of Applied Economics, Renmin University, Beijing, China.
Chu WeiSchool of Applied Economics, Renmin University, Beijing, China. xiaochu1979@gmail.com.ORCID 0000-0002-7704-5544
Qian SunSchool of Economics and Management, Tsinghua University, Beijing, China.

Funding

National Natural Science Foundation of China (National Science Foundation of China) 72261147760
6 · The paper itself

Abstract

Energy consumption for cooking is important for satisfying basic needs, complementing traditional poverty measurements. Here, we propose an energy consumption-based indicator (Energy Engel Coefficient) that measures the proportion of household energy dedicated to food preparation activities relative to the total. Using a nation-wide household survey in China, we find that this indicator exhibits consistent patterns with regional and household characteristics. In addition, it more accurately reflects Engel's Law than traditional Engel Coefficient, which holds that households with lower incomes spend a larger proportion of their income on basic needs. Our proposed measure also shows stronger performance than traditional coefficient in comparing with non-monetary metrics like subjective experience and asset ownership. Our analysis reveals that the Energy Engel Coefficient identifies 13.9% of households experiencing poverty, with 85.8% of these households not identified by the traditional coefficient. These households are predominantly low-income, small-sized rural ones. Therefore, this indicator complements poverty identification and contributes to improving the distribution of welfare.

Indexed as

CookingEnergy IntakeFamily CharacteristicsFoodPovertyRural PopulationChinaEast Asian PeopleHumansIncome

Identifiers

PMID42649212
PMCPMC13518868

What OpenQuestion holds

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Registered trials

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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.