Evidence map›Paper›PMID 40321421›Full record

ArticlePNAS nexus2025

Air pollutions affect restaurant and foodservice industry in China.

Xu Tian, Shi Min, Jiexi Shen, Qianqian Hong, Derek Headey, Fangxiao Zhao, Xiaobing Wang

Abstract read
In one paragraph

Article in PNAS nexus, 2025. 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

7 authors.

Xu TianAcademy of Global Food Economics and Policy, College of Economics and Management, China Agricultural University, Beijing 100083, China.ORCID https://orcid.org/0000-0002-1070-3581
Shi MinCollege of Economics and Management, Huazhong Agricultural University, Shizishan Street 1, Hongshan District, Wuhan 430070, Hubei, China.
Jiexi ShenBusiness School, Jinling Institute of Technology, Nanjing 211169, China.
Qianqian HongChina Center for Agricultural Policy, School of Advanced Agricultural Sciences, Peking University, Yiheyuan Road 5, Haidian District, Beijing 100871, China.ORCID https://orcid.org/0009-0007-4664-8370
Derek HeadeyDevelopment Strategies and Governance Unit, International Food Policy Research Institute, I Street, NW, Washington, DC 1201, USA.ORCID https://orcid.org/0000-0003-2476-5131
Fangxiao ZhaoChina Center for Agricultural Policy, School of Advanced Agricultural Sciences, Peking University, Yiheyuan Road 5, Haidian District, Beijing 100871, China.ORCID https://orcid.org/0000-0003-0911-8788
Xiaobing WangChina Center for Agricultural Policy, School of Advanced Agricultural Sciences, Peking University, Yiheyuan Road 5, Haidian District, Beijing 100871, China.ORCID https://orcid.org/0000-0003-3484-3922

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study examines the impact of air pollution on food away from home (FAFH) consumption in 52 cities across 20 provinces of China, focusing on expenditures for online food delivery (online FAFH) and dine-in restaurants (offline FAFH). Using unique daily aggregated city-level consumption data linked with hourly air quality data, we employ both semiparametric and parametric models to uncover a positive relationship between PM2.5 levels and online FAFH, contrasted by a significantly negative relationship with offline FAFH. Our analysis reveals that shifts in consumer demand for food services on polluted days, coupled with changes in urban mobility patterns, contribute to these outcomes. We also detect temporal variations based on meal type, enhancing our understanding of how air pollution influences food consumption behavior. The findings indicate that increased PM2.5 levels lead to a net loss in restaurant revenue, a reduction in greenhouse gas emissions, and an increase in plastic waste. These findings contribute to a deeper understanding of the multifaceted impacts of air pollution on FAFH and corresponding economy and environmental implications.

Indexed as

air pollutiondine-in restaurantfood away from homeonline food deliveryrebound effect

Identifiers

PMID40321421
PMCPMC12048709

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.