Evidence map›Paper›PMID 41239136›Full record

ArticleCarbon balance and management2025

From complexity to resilience: clean innovation reshapes the load capacity curve dynamics.

Elma Satrovic, Ummara Razi, Magdalena Radulescu

Abstract read
In one paragraph

Article in Carbon balance and management, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Elma SatrovicDepartment of International Trade and Logistics, Faculty of Economics, Administrative and Social Sciences, Hasan Kalyoncu University, Gaziantep, Türkiye.
Ummara RaziDepartment of Accounting, Finance and Economics, Sunway Business School, Sunway University, Selangor, Malaysia.
Magdalena RadulescuDepartment of Finance, Accounting, and Economics, National University of Science and Technology Politehnica Bucharest, Bucharest, Romania. magdalena.radulescu@upb.ro.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

While the environmental implications of economic complexity and clean technology innovations have been individually addressed across various empirical contexts, their joint dynamics in fostering ecological resilience, specifically with the advanced economies, remain analytically unsettled. In this context, by farming the analysis within the Load Capacity Curve (LCC) hypothesis, the study assessed the direct impacts of economic prosperousness, economic complexity, clean technology innovation, financial advancement, and dirty, and clean energy on the ecological resilience. Notably, the objective of the study is to analyze the moderating effect of clean technology innovations in the economic complexity-ecological resilience relationship, considering the Group of Seven (G7) economies over the 1995-2020 period. The findings of the Method of Moments Quantile Regression and Fully Modified Ordinary Least Squares validated the LCC hypothesis. While economic complexity and reliance on dirty energy are associated with ecological degradation, clean energy, financial advancement, and clean innovation show resilience-enhancing effects. Importantly, the positive coefficient of the clean innovation-economic complexity interaction term elucidates that the innovation pattern facilitates a shift toward eco-sustainable economic sophistication. Hence, G7 economies are advised to encourage investments in sophisticated clean technologies like resource-efficient manufacturing processes to counteract the ecological aftermath of complex production.

Indexed as

Clean innovationEcological resilienceEconomic complexityEnergy compositionGroup of SevenLoad capacity curve

Identifiers

PMID41239136
PMCPMC12619258

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.