Evidence map›Paper›PMID 42873025›Full record

ArticleNanomaterials (Basel, Switzerland)2026

Recovering Pressure-Independent Dilute-Gas Thermal Conductivity from Molecular Dynamics: Green-Kubo Sampling Sensitivity and NEMD Finite-Size Effects.

Matthew Riggs, Atal Bhowmik, Murat Barisik

Abstract read
In one paragraph

Article in Nanomaterials (Basel, Switzerland), 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

3 authors.

Matthew RiggsMechanical Engineering Department, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA.ORCID 0009-0004-7562-7964
Atal BhowmikMechanical Engineering Department, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA.ORCID 0009-0006-8246-6526
Murat BarisikMechanical Engineering Department, University of Tennessee at Chattanooga, Chattanooga, TN 37403, USA.ORCID 0000-0002-2413-1991

Funding

United States Department of Energy DE-SC0024510U.S. National Science Foundation CBET 2442297
6 · The paper itself

Abstract

Gas thermal conductivity is important in many engineering systems, but reliable data are not available for every gas, mixture, temperature, and pressure. Molecular dynamics can help fill this gap by predicting transport directly from molecular motion. However, gas simulations face time- and length-scale limitations that are different from those commonly encountered in liquids and solids. These limitations are not always recognized, and standard molecular dynamics tools are often used without checking whether their settings are suitable for dilute gases. This study uses the pressure-independent thermal conductivity of dilute argon as a benchmark for evaluating equilibrium and nonequilibrium molecular dynamics methods. At fixed temperature, changing pressure changes the mean free path and collision time even though the bulk thermal conductivity remains constant. Green-Kubo calculations at 300 K and 1 atm produced values from 0.009 to 0.022 W m

Indexed as

Green–Kubo methodideal gasmolecular dynamicsnonequilibrium molecular dynamicsstatistical convergencethermal conductivity

Identifiers

PMID42873025
PMCPMC13667058

What OpenQuestion holds

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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.