Evidence map›Paper›PMID 42624871›Full record

ArticleScientific reports2026

Mapping the transition: the interplay of technology and natural disasters on sustainable energy in G20 nations.

Hongshuai Qi, Tong Tian, Muhammad Wasif Hanif, Muhammad Asim Afridi, Wali Muhammad Khoso

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

5 authors.

Hongshuai QiSchool of Marxism, Chang'an University, Middle Section of South Second Ring Road, Xi'an City, 710061, China.
Tong TianInstitute of Scientific and Technical Information, Chinese Academy of Tropical Agricultural Sciences/Key Laboratory of Applied Research on Tropical Crop Information Technology of Hainan Province/Hainan Tang Huajun Academician Workstation, Haikou, 571101, Hainan, China. tiantong@catas.cn.
Muhammad Wasif HanifCollege of Economics and Management, Hanshan Normal University, Choazhou, Guangdong, China.
Muhammad Asim AfridiDepartment of Economics, COMSATS University Islamabad, Abbottabad Campus, Islamabad, Pakistan.
Wali Muhammad KhosoCollege of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, China.

Funding

Central Public-interest Scientific Institution Basal Research Fund (NO. 1630012025501). Hainan Provincial Philosophy and Social Sciences Planning Project(NO. HNSK (YB) 24-18) NO. HNSK (YB) 24-18
6 · The paper itself

Abstract

This study investigates how technological advancement, and natural disasters shape the energy transition in G20 economies over 2005-2023. The main objective is to measure the effects of environmental innovation and disaster exposure on four SDG 7 indicators: electricity access, clean cooking access, renewable energy share, and energy efficiency. Using a panel dataset from international sources, the study applies a two-way fixed effects model as a baseline and then uses Two-Stage Least Squares (2SLS) and System GMM to address endogeneity and dynamic effects. Technological advancement is measured by the log of environmental technology patents, while natural disasters are measured by the annual count of recorded events. The findings show that technological advancement strongly supports the transition by increasing clean cooking access and renewable energy share, and it is also significantly related to improvements in the efficiency indicator. Natural disasters show a mixed role: they are linked with weaker clean cooking access but a higher renewable energy share, suggesting that disasters may delay household energy improvements while pushing system-level renewable adoption. Sub-sample results indicate stronger technology effects in non-OECD G20 economies than in OECD members. These results imply that innovation policy and technology diffusion are essential for SDG 7 progress, while disaster recovery planning should protect household energy access and use rebuilding as an opportunity to expand resilient renewables. Overall, coordinated innovation and resilience strategies are necessary for a balanced and inclusive energy transition.

Indexed as

Climate resilienceEnergy transitionG20 economiesNatural disastersRenewable energyTechnological advancement

Identifiers

PMID42624871
PMCPMC13493804

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.