Evidence map›Paper›PMID 41986407›Full record

ArticleScientific reports2026

Influence of graphene oxide (GO) on thermo-mechanical performance of fly ash-steel slag based geopolymer composite: an experimental and numerical approach.

Ranjit Singh, Ashwin Raut, Supriya Janga, Adeolu Adediran, Shaswat Kumar Das

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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.

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0citing papers in PubMed
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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

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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.

Ranjit SinghDepartment of Mechanical Engineering , Chaitanya Bharathi Institute of Technology, 500075, Hyderabad, India.
Ashwin RautSymbiosis Institute of Business Management, Pune, Symbiosis International (Deemed University), Pune, India. ashwin7588@gmail.com.
Supriya JangaVikas Group of Institutions , Nunna, Vijayawada, 521212, AP, India.
Adeolu AdediranFibre and Particle Engineering Research Unit , University of Oulu , Pentti Kaiteran katu 1, 90014, Oulu, Finland. adeolu.adediran@oulu.fi.
Shaswat Kumar DasUnité de Recherche "Builders Lab", Builders École d'ingénieurs, Campus Caen, ComUE NU, 14610, Épron, France. skd.gtcr@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study demonstrates the feasibility of incorporating graphene oxide (GO) as an additive to enhance the mechanical and thermal properties of fly ash (FA) and steel slag (SS)-based geopolymer composites. A series of experiments and numerical simulations was conducted to evaluate the effect of GO on the material’s thermo-mechanical behaviour. Heat transfer in both solid and fluid domains was analysed using ANSYS Fluent, whereas structural deformation and stress distribution were evaluated through static structural analysis using ANSYS Mechanical. The results showed that adding GO reduced the setting time and flowability, while it enhanced the strength and microstructure. There was an increase in 32.5% strength for the GO-modified geopolymer along with an increase in the bulk density (2298 kg/m³), thermal conductivity (1.85 W/mK), and heat capacity (6.92 MJ/m³K). While subjected to thermal exposure, the GO-modified specimens showed lower thermal deformation by approximately 20% and limited thermal stress to around 2 MPa compared to the reference mix, as determined by numerical simulation. The enhancement in the developed geopolymer was due to the GO’s micro-filling, nucleation, and nano-reinforcement effects, which enhanced matrix densification and thermal stability. The findings of the study will contribute to the understanding of the influence of GO in geopolymer composites and offer valuable guidance for improving the low and high-temperature performance of FA-SS-based geopolymer composites containing GO in construction applications.

Indexed as

Alkali activated materialsANSYSFESEMGeopolymer compositeGraphene oxideNumerical simulationThermomechanical performance

Identifiers

PMID41986407
PMCPMC13243473

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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.