Evidence map›Paper›PMID 40591596›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Onset of cavitation and vapor bubble development over hydrophilic and hydrophobic surfaces.

Chensen Lin, Martin R Maxey, Zhen Li, Kaixuan Zhang, George Em Karniadakis

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

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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.

Chensen LinArtificial Intelligence Innovation and Incubation Institute, Fudan University, Shanghai 200433, People's Republic of China.ORCID 0000-0003-2662-1115
Martin R MaxeyDivision of Applied Mathematics, Brown University, Providence, RI 02912.ORCID 0000-0002-8482-778X
Zhen LiDepartment of Mechanical Engineering, Clemson University, Clemson, SC 29634.
Kaixuan ZhangSchool of Medicine, Nankai University, Tianjin 300071, People's Republic of China.
George Em KarniadakisDivision of Applied Mathematics, Brown University, Providence, RI 02912.ORCID 0000-0002-9713-7120

Funding

DOE | Office of Science (SC) DE-SC0019453
6 · The paper itself

Abstract

Cavitation, the formation of vapor bubbles as the liquid pressure is reduced below the saturated vapor pressure, often requires a substantial negative relative pressure in a pure liquid. Classical nucleation theory (CNT) provides an estimate for the rate of cavitation but there is often a disconnect between the predictions at the molecular scale compared to observations at the macroscale. We report on mesoscale simulations of cavitation based on many-body dissipative particle dynamics (mDPD), a coarse-grained molecular dynamics (MD), which bridges the two scales. A liquid layer is confined between smooth planar walls at a constant temperature, while the pressure is reduced slowly by expanding the wall-bounded domain. The wetting properties of the liquid are determined by the parameters of the interaction potentials. With hydrophilic walls, homogeneous nucleation is observed in the liquid bulk. As a bubble forms and grows, it creates a strong pressure pulse and oscillations that cause other bubbles that may have formed slightly later to collapse. For a nearly neutral wall with a contact angle close to 90[Formula: see text], heterogeneous nucleation occurs at the walls at a smaller negative pressure and generates weaker pressure oscillations. With hydrophobic walls or seed particles, heterogeneous nucleation readily occurs, where fluctuations and the merger of transient surface bubbles are significant.

Indexed as

cavitationmany-body dissipative particle dynamicsmesoscale dynamicsvapor bubble

Identifiers

PMID40591596
PMCPMC12260580

What OpenQuestion holds

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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.