Evidence map›Paper›PMID 41901883›Full record

ArticlePolymers2026

Multi-Scale Tribo-Thermo-Viscoelastic Engineering of Sustainable Bio-Based Epoxy Through Hybrid Carbon Nano Architectures and Energy Partition Modeling.

Kiran Keshyagol, Pavan Hiremath, Rakesh Sharma, Muralishwara K, Santhosh K, Suhas Kowshik, Nithesh Naik

Abstract read
In one paragraph

Article in Polymers, 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

7 authors.

Kiran KeshyagolManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0002-7541-6022
Pavan HiremathManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0001-8704-2921
Rakesh SharmaManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.
Muralishwara KManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0003-1147-9785
Santhosh KManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0003-3779-6340
Suhas KowshikManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0001-7658-7387
Nithesh NaikManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0003-0356-7697

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the multi-scale tribo-thermo-viscoelastic performance of a sustainable bio-based FormuLITE epoxy reinforced with single and hybrid carbon nanofillers (0.1 wt.% total loading) under dry sliding up to 50 N. Pin-on-disk tests at 10, 30, and 50 N showed a consistent reduction in contact pressure and wear volume in the order: neat epoxy > 0.1 CNT > 0.1 GNP > 0.1 ND > 0.1 CNT/GNP > 0.1 CNT/ND > 0.1 GNP/ND. At 50 N and 1500 m sliding distance, neat epoxy exhibited a wear volume of 13.43 mm

Indexed as

dry sliding tribologyenergy-efficient materialshybrid carbon nanofillersSDG 12SDG 9sustainable bio-based epoxywear resistance

Identifiers

PMID41901883
PMCPMC13030191

What OpenQuestion holds

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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.