Evidence map›Paper›PMID 42549623›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2026

Designing Butterfly-Inspired Architecture in Self-Assembled Hybrid Composites for Synergistic Structural Thermal Management.

Nello D Sansone, Rafaela Aguiar, Nichole Cheung, Anthony V Tuccitto, Zirui Huang, Matthew Leroux, Patrick C Lee

Abstract read
In one paragraph

Article in Small (Weinheim an der Bergstrasse, Germany), 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.

Nello D SansoneMultifunctional Composites Manufacturing Laboratory (MCML), Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Canada.ORCID https://orcid.org/0000-0001-7578-627X
Rafaela AguiarMultifunctional Composites Manufacturing Laboratory (MCML), Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Canada.ORCID https://orcid.org/0000-0001-9476-7285
Nichole CheungMultifunctional Composites Manufacturing Laboratory (MCML), Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Canada.ORCID https://orcid.org/0009-0005-3977-1667
Anthony V TuccittoMultifunctional Composites Manufacturing Laboratory (MCML), Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Canada.ORCID https://orcid.org/0000-0001-5771-1629
Zirui HuangMultifunctional Composites Manufacturing Laboratory (MCML), Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Canada.ORCID https://orcid.org/0009-0006-2676-1555
Matthew LerouxAxiom Group Inc., Aurora, Canada.
Patrick C LeeMultifunctional Composites Manufacturing Laboratory (MCML), Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Canada.ORCID https://orcid.org/0000-0002-8341-6276

Funding

Mitacs IT16166Mitacs IT28094NSERC Alliance ALLRP570403-21NSERC Discovery RGPIN-2019-05778
6 · The paper itself

Abstract

Increasingly strict environmental regulations and sustainability goals are driving global adoption of lightweight materials in advanced transportation and defense applications. Inspired by nature's unparalleled engineering, this work employs butterfly-hierarchical architectures to develop hybrid composites that emulate the synergy-induced multifunctional performance of natural materials. Specifically, these composites are reinforced with hierarchical fibrous assemblies comprised of nano-sized graphene nanoplatelets (GnPs) covalently bonded onto micro-sized glass fibers (GFs). In detail, this work showcases a novel approach to control the in situ self-assembly behavior of these reinforcements, achieved by tailoring the GFs' surface chemistry through functionalization, to maximize the density of covalently-bonded GnPs. Compared to the current industrial substitute for metallic structural components, the developed hybrid composites are tailorable to achieve improvements up to 29%, 116%, and 109% in specific tensile strength, flexural strength, and impact strength, respectively, as well as 22%, 42%, and 110% in thermal conductivity, thermal management performance, and processability, respectively, with an overall 18% weight-reduction. These advancements stem from the detailed structure-property designs, spanning across multiple length scales, encompassing crystal polymorphism, fiber alignment, and distribution, imparting a fundamental understanding of how to tune material performance to meet stringent requirements. Ultimately, these cost-effective, industry-ready butterfly-inspired hybrid composites can produce lightweight, multifunctional components, demonstrating the potential of hierarchical architecture in advancing sustainable engineering solutions for a greener future.

Indexed as

hierarchical hybrid compositeslightweightingmicro‐/nano‐architecturemultifunctional bio‐inspired materialssizing efficiency and bonding densitysynergistic effect

Identifiers

PMID42549623
PMCPMC13630416

What OpenQuestion holds

Textmetadata
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.