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Foundation model for particle collision data analysis

Nature Machine Intelligence (2026) Cite this article A preprint version of the article is available at arXiv. We evaluate EVENET, an end-to-end event-level foundation model designed to learn a unified representation across a heterogeneous set of analysis tasks. EVENET operates directly…

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Fluid Mechanics articles from across Nature Portfolio

This in vitro study descriptively evaluated aspiration-line pressure waveforms between Venturi and peristaltic pump configurations and their associated tubing systems using two Stellaris systems and a KITARO artificial anterior chamber model. VAC200... Uncover the latest and most impactful research in Fluid…

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Crystal Fouling Reshapes Turbulence in Channels, Micro-PIV Reveals

Researchers used stereoscopic micro particle image velocimetry to show that calcium sulfate crystal fouling grown inside a rectangular flow channel raises near-wall turbulence threefold and shifts velocity profiles upward. Subject of Research: How calcium sulfate crystal fouling layers alter near-wall…

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