Evidence map›Paper›PMID 40595641›Full record

ArticleNature communications2025

Occupational carbon footprints and exposure to climate transition risks.

Zengkai Zhang, Chuanzeng Zheng, Zhenyu Xiao, Kunfu Zhu

Abstract read
In one paragraph

Article in Nature communications, 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

4 authors.

Zengkai ZhangState Key Laboratory of Marine Environmental Science, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian, 361102, China.ORCID http://orcid.org/0000-0001-7105-7862
Chuanzeng ZhengState Key Laboratory of Marine Environmental Science, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian, 361102, China.ORCID http://orcid.org/0009-0005-2823-6482
Zhenyu XiaoSchool of Economics, Renmin University of China, Beijing, 100872, China.
Kunfu ZhuSchool of Economics, Renmin University of China, Beijing, 100872, China. kfzhu@ruc.edu.cn.ORCID http://orcid.org/0000-0002-6299-3330

Funding

National Natural Science Foundation of China (National Science Foundation of China) 72394404
6 · The paper itself

Abstract

Workers, especially those involved in occupations with high carbon footprints, are more susceptible to the growing risks associated with the climate transition as a result of the urgent need to transition to a low-carbon economy. Here we trace the occupational carbon footprints along global value chains and estimate the associated exposure to climate transition risks. The volume of occupational carbon footprints is trending upward globally, with the expansion of primary labour inputs as the main driving factor. There is a considerable deal of territorial and occupational variance in carbon footprints from the perspectives of both volume and per worker. The most vulnerable to climate transition risks are drivers, craft workers and machine operators, particularly those operating in emerging countries. The current study's findings may help the understanding of the role that workers play in climate change and the formulation of more targeted policies to protect vulnerable workers.

Indexed as

Carbon FootprintClimate ChangeOccupational ExposureHumansOccupations

Identifiers

PMID40595641
PMCPMC12218306

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.