Evidence map›Paper›PMID 42454574›Full record

ArticleLangmuir : the ACS journal of surfaces and colloids2026

Understanding the Mechanisms Behind Increased Load Transfer in BMI-flCNT Composites Using Molecular Dynamics.

Swapnil S Bamane, Prathamesh P Deshpande, Aowabin Rahman, Ashley D Spear, Gregory M Odegard

Abstract read
In one paragraph

Article in Langmuir : the ACS journal of surfaces and colloids, 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

5 authors.

Swapnil S BamaneMichigan Technological University , Houghton, Michigan49931, United States.ORCID 0000-0002-7537-1901
Prathamesh P DeshpandeCOEP Technological University , Pune, Maharashtra411005, India.ORCID 0000-0003-1441-678X
Aowabin RahmanUniversity of Utah , Salt Lake City, Utah84112, United States.
Ashley D SpearUniversity of Utah , Salt Lake City, Utah84112, United States.
Gregory M OdegardMichigan Technological University , Houghton, Michigan49931, United States.ORCID 0000-0001-7577-6565

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Crewed deep-space exploration is a future milestone for the aerospace industry. Such aerospace missions demand ultrastrong, lightweight structural materials to minimize the payload mass. Polymer matrix composites (PMCs) with carbon-based reinforcements, such as carbon fiber, graphene, and carbon nanotubes (CNTs), are of primary interest as structural materials for these applications. Although PMCs are lightweight and strong, their mechanical performance is limited to the weak interface region. The interface region can be strengthened by chemical functionalization of the reinforcement materials and covalent cross-linking of the matrix and the reinforcement. Molecular dynamics (MD) offers a platform for computationally investigating the effects of interface conditions on mechanical performance. In this research, the interfacial region of a bismaleimide (BMI)/flattened carbon nanotube (flCNT) composite is investigated by virtually introducing functionalization of the flCNTs and interfacial cross-links between BMI and flCNTs via MD simulation. As a result, the flCNT pullout forces are predicted as a function of the degree of functionalization and the number of interfacial cross-links. Results reveal that functionalization and covalent cross-links are crucial to improve the interfacial strength of the composite, with higher degrees of functionalization degrading the material integrity. This research provides important physical insights into potential strengthening mechanisms of aerospace composites.

Identifiers

PMID42454574
PMCPMC13421964

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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.