Evidence map›Paper›PMID 41680417›Full record

ArticleScientific reports2026

Performances and decision framework of CNT-infused bio-based hybrid composites for lightweight smart structures.

Santosh Kumar, Vijay Kumar Mahakur, Durgesh Kumar Mishra, Nitish Kumar, Nagesh K Chougule

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
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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.

Santosh KumarDepartment of Mechanical Engineering, COEP Technological University, Pune, 411005, Maharashtra, India. kumars.mech@coeptech.ac.in.
Vijay Kumar MahakurDepartment of Robotics and Automation, Parul Institute of Technology, Parul University, Vadodara, 391760, India.
Durgesh Kumar MishraDepartment of Aeronautical Engineering, Hindustan Institute of Technology & Science, Kelambakkam, 603103, Tamil Nadu, India.
Nitish KumarManipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, Karnataka, India. nitish.kumar@manipal.edu.
Nagesh K ChouguleDepartment of Mechanical Engineering, COEP Technological University, Pune, 411005, Maharashtra, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Development of lightweight structures with sustainable materials created a suitable substitute to non-renewable traditional materials due to its cost-effective, abundant availability, biodegradability, and reduced carbon emissions. However, moderate strength-stiffness and toughness of these biobased composites are not predominant for load bearing structural applications. Thus, inclusion of CNTs nanoparticles played a vital role that not only improved fracture resistance but also increased the interfacial properties with greater strength and stiffness. This study projected to develop lightweighted sustainable hybrid structures by infusing CNTs at nano level (0-6%) with banana-pineapple laminated fibers at different stacking arrangements. XRD and FTIR characteristics of CNTs showed better crystallinity with uniform dispersion and stretching mechanisms. TEM and FESEM analysis showed that CNTs nanoparticles are spherical in shape with a magnified surface interfacial area that greatly adhesive with epoxy matrix. The results analyzed that 3% CNTs infused BPBP and BBPP hybrid composites showed maximum tensile strength (229.94 MPa), flexural strength (190.78 MPa), interfacial shear strength (41.51 MPa), impact strength (52.39 kJ/m

Indexed as

Carbon nanotube particlesCellulosic fibersDamage evaluationImpact resistanceMechanical propertiesUltrasonic c-scan

Identifiers

PMID41680417
PMCPMC12976059

What OpenQuestion holds

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LicenceCC BY
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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.