Evidence map›Paper›PMID 42140963›Full record

ArticleScientific data2026

Global Dataset of the Energy Transition Vulnerability Index 2000-2023.

Yifan Shen, Yuxuan Wang, Jia He, Yichen Zhang, Xunpeng Shi, Xuanye Cai, Jian Yu, Yingzhu Li

Abstract read
In one paragraph

Article in Scientific data, 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

8 authors.

Yifan ShenDepartment of Economics and Finance, SILC Business School, Shanghai University, Shanghai, China.
Yuxuan WangSchool of Economics and Management, Tongji University, Shanghai, China.
Jia HeSchool of Economics and Management, Tongji University, Shanghai, China.
Yichen ZhangDepartment of Economics and Finance, SILC Business School, Shanghai University, Shanghai, China.
Xunpeng ShiAustralia-China Relations Institute, University of Technology Sydney, Sydney, Australia.ORCID http://orcid.org/0000-0001-9653-7395
Xuanye CaiSchool of Business, Shantou University, Shantou, China. xuanye_cai@stu.edu.cn.
Jian YuSchool of Economics, Central University of Finance and Economics, Beijing, China. jianyu@cufe.edu.cn.
Yingzhu LiSchool of Public Affairs, Zhejiang University, Hangzhou, 310058, China. li_yingzhu@zju.edu.cn.ORCID http://orcid.org/0000-0003-3542-6274

Funding

National Natural Science Foundation of China (National Science Foundation of China) 72104184National Natural Science Foundation of China (National Science Foundation of China) 72474156National Natural Science Foundation of China (National Science Foundation of China) 72574197
6 · The paper itself

Abstract

Countries differ in their energy infrastructures, economic structures, and socioeconomic contexts, resulting in uneven vulnerability to the energy transition. Advancing a just global transition requires that the most vulnerable are not left behind and that all countries make measurable progress. To support this effort, we introduce the Energy Transition Vulnerability Index (ETVI), a global metric assessing national-level vulnerability. The framework draws on the Vulnerability Scoping Diagram and evaluates vulnerability across three dimensions-exposure, sensitivity, and adaptive capacity-in accordance with the Intergovernmental Panel on Climate Change (IPCC) definition. The dataset provides ETVI scores and sub-indices for 142 countries and regions from 2000 to 2023. Developed using a consistent methodology, the spatiotemporal dataset supports both cross-country comparison and within-country tracking over time, and serves as a foundation for further research. Insights derived from such research can inform the design of inclusive energy transition strategies and support international policy coordination.

Identifiers

PMID42140963
PMCPMC13429619

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.