Evidence map›Paper›PMID 42485216›Full record

ArticleACS nano2026

Validated Reactive Force Field Quantifies MXene Interfacial Properties, Mechanics, and Thermal Transport.

Isaac W Armstrong, Joseph M Slocik, Leo Beck, Kennedy Brown, Christopher Muratore, Dhriti Nepal, Cheng Zhu, Vikas Varshney, Hendrik Heinz

Abstract read
In one paragraph

Article in ACS nano, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

9 authors.

Isaac W ArmstrongMaterials Science and Engineering Program, University of Colorado, Boulder, Boulder, Colorado80309, United States.
Joseph M SlocikMaterials and Manufacturing Directorate, Air Force Research Laboratory, , Wright-Patterson Air Force Base, Ohio45433, United States.
Leo BeckMaterials Science and Engineering Program, University of Colorado, Boulder, Boulder, Colorado80309, United States.ORCID 0009-0000-9568-9733
Kennedy BrownMaterials and Manufacturing Directorate, Air Force Research Laboratory, , Wright-Patterson Air Force Base, Ohio45433, United States.
Christopher MuratoreDepartment of Chemical and Materials Engineering, University of Dayton, Wright-Patterson Air Force Base, Ohio45469, United States.ORCID 0000-0002-5555-9261
Dhriti NepalMaterials and Manufacturing Directorate, Air Force Research Laboratory, , Wright-Patterson Air Force Base, Ohio45433, United States.ORCID 0000-0002-0972-9960
Cheng ZhuDepartment of Chemical and Biological Engineering, University of Colorado, Boulder, Boulder, Colorado80309, United States.ORCID 0000-0002-4772-970X
Vikas VarshneyMaterials and Manufacturing Directorate, Air Force Research Laboratory, , Wright-Patterson Air Force Base, Ohio45433, United States.ORCID 0000-0002-2613-458X
Hendrik HeinzMaterials Science and Engineering Program, University of Colorado, Boulder, Boulder, Colorado80309, United States.ORCID 0000-0002-6776-7404

Funding

Air Force Research Laboratory NANational Science Foundation (NSF) ACI-1532235National Science Foundation (NSF) ACI-1532236National Science Foundation (NSF) CMMI-1940335National Science Foundation (NSF) DMREF-2323546National Science Foundation (NSF) OAC-1931587Strategic Ohio Council for Higher Education (SOCHE) NAUniversity of Colorado Boulder NAU.S. Department of Energy DE-AC02-06CH11357
6 · The paper itself

Abstract

MXenes combine rich surface chemistry, mechanical strength, and high conductivity for a multitude of emerging applications. Predictive modeling supports accelerated materials designs and has been limited by the absence of validated and transferable force fields. Here, we introduce an interpretable, reactive INTERFACE force field (IFF and IFF-R) for Ti3C2Tx MXenes that is trained based on chemical knowledge and achieves quantitative agreement with experiments across lattice parameters (<0.5%), density (<0.2%), liquid contact angles, Raman spectra, and the in-plane elastic modulus (∼320 GPa). The models cover surface terminations from hydroxyl (-OH) to fluorine (-F) groups and are extensible to other chemistries. We introduce pH-resolved surface chemistry and identify dopamine adsorption mechanisms at MXene-aqueous interfaces supported by QCM-D and UV-Vis experiments. The data reveal coplanar and perpendicular binding modes and concentration-dependent multilayer assembly. We predict previously inaccessible properties, including termination-dependent cleavage energies, interlayer shear moduli and dynamic shear failure, nanoindentation and brittle fracture, anisotropic in-plane and out-of-plane thermal conductivities, including the role of defects. Agreement with available experimental data is consistently close and exceeds DFT accuracy across the benchmark properties examined. The IFF/IFF-R model is compatible with CHARMM, AMBER, OPLS, and CVFF force fields for simulations of MXenes with diverse surface terminations, electrolyte interfaces, biointerfaces, and polymer composites without additional parameters. Parameter sets, 3D models, and analysis scripts are provided for community use. The validated, reactive, and transferable IFF framework facilitates predictive design of MXene-based films, membranes, sensing interfaces, and composites.

Indexed as

force fieldmechanical propertiesmolecular dynamicsMXenesolid−liquid interfacessurface chemistrythermal conductivity

Identifiers

PMID42485216
PMCPMC13450432

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.