Evidence map›Paper›PMID 42891128›Full record

ArticleiScience2026

Climate vulnerability and governance impact the payoff of policy drivers for SDG 7 outcomes in BRICS countries.

Avik Sinha, Abhinav Jindal, Shujaat Abbas

Abstract read
In one paragraph

Article in iScience, 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

3 authors.

Avik SinhaGnanam School of Business, Thanjavur, India.
Abhinav JindalPower Management Institute, Noida, India.
Shujaat AbbasGraduate School of Economics and Management, Ural Federal University, Ekaterinburg, Russian Federation.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Achieving Sustainable Development Goal 7 (SDG 7) in large emerging economies requires energy policies that operate under diverse institutional and climatic conditions. We examine BRICS countries over 2000-2022 to assess how climate vulnerability and governance quality condition the estimated marginal effects of environmental policy stringency, innovation, financial development, inequality, and demographic structure on energy access, renewable energy, and energy efficiency. A two-stage empirical framework combines moderated GLS estimation with post-estimation evaluation of marginal-effect surfaces across contrasting governance-vulnerability regimes and country-specific conditions. The results show that stronger governance and lower climate vulnerability are generally associated with more favorable estimated effects of finance, innovation, and policy stringency, while weak governance and high vulnerability can weaken or reverse these relationships. Policy priorities also differ across SDG 7 subgoals and BRICS economies. These findings support context-specific energy policies that align institutional strengthening and climate resilience with SDG 7 implementation.

Indexed as

BRICSclean energy transitionclimate vulnerabilityenergy access and efficiencygovernance qualitysustainable development goal 7

Identifiers

PMID42891128
PMCPMC13673360

What OpenQuestion holds

Textmetadata
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.