Evidence map›Paper›PMID 41900645›Full record

ArticleMaterials (Basel, Switzerland)2026

Bubble Nucleation and Growth in a Force-Driven Flowing Liquid Film Under Controlled Pressure by Molecular Dynamics Simulation.

Ziqi Li, Ziqi Cai, Zhengming Gao

Abstract read
In one paragraph

Article in Materials (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.

Ziqi LiState Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing 100029, China.ORCID 0009-0005-4227-7037
Ziqi CaiState Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing 100029, China.
Zhengming GaoState Key Laboratory of Chemical Resource Engineering, Beijing University of Chemical Technology, Beijing 100029, China.

Funding

National Natural Science Foundation of China 22078008
6 · The paper itself

Abstract

Bubble nucleation in flowing liquid films is a common interfacial phenomenon affecting the heat and mass transfer at the solid-liquid interfaces in many thermal and functional material production processes, yet realizing its molecular-scale mechanisms under coupled flow, pressure, and heating conditions is important. In this study, molecular dynamics simulations are performed to investigate the bubble nucleation and growth in a liquid argon film on a heated platinum substrate under controlled pressure, with liquid flow driven by an applied body force. Bubble evolution is analyzed by the nucleation time, critical nucleation volume, bubble volume variation, and migration of the bubble's center of mass. The results show that system pressure and substrate temperature dominantly regulate the nucleation: increasing pressure delays nucleation, whereas increasing substrate temperature accelerates it. Under a fixed system pressure and substrate temperature, liquid flow exhibits a non-monotonic influence. The applied forces from 4.0×10-7 eV/Å to 1.0×10-6 eV/Å gradually promote the nucleation and enhance the bubble growth by facilitating near-substrate heat transfer and density fluctuations, while the forces from 1.0×10-6 eV/Å to 1.4×10-6 eV/Å suppress nucleation and do not further promote the growth due to the intensified shear and interfacial instability. These findings provide molecular-level insight into the coupled thermodynamic and kinetic effects of pressure, temperature, and flow on bubble nucleation and growth at material interfaces, offering guidance for the design and operation of heat-transfer and functional materials processes.

Indexed as

applied forcebubble growthbubble nucleationliquid flowmolecular dynamics simulationpressure control

Identifiers

PMID41900645
PMCPMC13027654

What OpenQuestion holds

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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.