Evidence map›Paper›PMID 41691033›Full record

ArticleScientific reports2026

Impact of digital trade on tourism carbon emission reduction in China under industrial agglomeration and low carbon pilot policies.

Zhengyong Yu, Xiongtian Shi, Wei Liu, Xiaoxuan Wu

Abstract read
In one paragraph

Article in Scientific reports, 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

4 authors.

Zhengyong YuSchool of Business and Tourism Management, Yunnan University, Kunming, 650500, China.
Xiongtian ShiSchool of Business and Tourism Management, Yunnan University, Kunming, 650500, China.
Wei LiuSchool of Environment, Tsinghua University, Beijing, 100084, China. xueshu2019lw@163.com.
Xiaoxuan WuSchool of Earth Resources, China University of Geosciences, Wuhan, 430074, China.

Funding

Key Project of Research Innovation for Graduate Students at Yunnan University KC-23235237Project of the Key Research Base for Humanities and Social Sciences on Resource-based Urban Development in Sichuan Province ZYZX-YB-2402Scientific Research Fund Project of the Yunnan Provincial Department of Education 2024Y077, 2023Y0363Youth Project of the Humanities and Social Sciences Fund of the Ministry of Education 22YJC790039
6 · The paper itself

Abstract

The tourism sector, being a major contributor to worldwide carbon emissions, is pivotal in the shift towards a low-carbon economy. This research utilizes systematic GMM models alongside mediation analysis to investigate the mechanisms by which digital trade (DT) influences tourism carbon emissions efficiency (TCEE). The results showed that an increase in digital trade activities leads to a significant reduction in tourism carbon emission inefficiency (ITCE), which indicates an improvement in tourism carbon emission efficiency. This negative relationship between DT and ITCE (indicating a positive effect on TCEE) is especially evident in the eastern regions. The DT affects tourism services on both the production and consumption sides, with diverse implications for TCEE. Additionally, the effects of DT on TCEE are notably moderated by factors such as industrial agglomeration and specific low-carbon pilot policies. The concentration of high-tech industries and the agglomeration of producer services amplify the adverse effects of DT and TCEE. Conversely, implementing low-carbon pilot policies enhances the potential benefits of DT and contributes to further reductions in carbon emissions. The enhancement of digital infrastructure and technological innovations in DT is all conducive to reducing TCEE. These findings offer several policy recommendations for managers seeking to promote green tourism development and the sustainable development of low-carbon industrial economies.

Indexed as

Digital tradeIndustrial agglomerationLowcarbon pilot policyMediation effectModerating effectTourism carbon emission efficiency

Identifiers

PMID41691033
PMCPMC12996332

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.