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Predicting Porosity in Freeze Casting with Explainable Machine Learning.

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Title: Predicting Porosity in Freeze Casting with Explainable Machine Learning.
Authors: de Oliveira RGB; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil., Yudi J; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil., da Silva EP; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil., Bestard GA; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil., Ribeiro Junior LA; Institute of Physics, University of Brasília, Federal District, Brasília 70910-900, Brazil.; Computational Materials Laboratory, LCCMat, Institute of Physics, University of Brasília, Federal District, Brasília 70910-900, Brazil., Silva AMA; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil.
Source: ACS omega [ACS Omega] 2025 Jul 16; Vol. 10 (29), pp. 32246-32256. Date of Electronic Publication: 2025 Jul 16 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: American Chemical Society Country of Publication: United States NLM ID: 101691658 Publication Model: eCollection Cited Medium: Internet ISSN: 2470-1343 (Electronic) Linking ISSN: 24701343 NLM ISO Abbreviation: ACS Omega Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22de+Oliveira+RGB%22">de Oliveira RGB</searchLink>; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil.<br /><searchLink fieldCode="AU" term="%22Yudi+J%22">Yudi J</searchLink>; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil.<br /><searchLink fieldCode="AU" term="%22da+Silva+EP%22">da Silva EP</searchLink>; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil.<br /><searchLink fieldCode="AU" term="%22Bestard+GA%22">Bestard GA</searchLink>; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil.<br /><searchLink fieldCode="AU" term="%22Ribeiro+Junior+LA%22">Ribeiro Junior LA</searchLink>; Institute of Physics, University of Brasília, Federal District, Brasília 70910-900, Brazil.; Computational Materials Laboratory, LCCMat, Institute of Physics, University of Brasília, Federal District, Brasília 70910-900, Brazil.<br /><searchLink fieldCode="AU" term="%22Silva+AMA%22">Silva AMA</searchLink>; College of Technology, Department of Mechanical Engineering, University of Brasília, Federal District, Brasília 70910-900, Brazil.
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  Data: <searchLink fieldCode="JN" term="%22101691658%22">ACS omega</searchLink> [ACS Omega] 2025 Jul 16; Vol. 10 (29), pp. 32246-32256. <i>Date of Electronic Publication: </i>2025 Jul 16 (<i>Print Publication: </i>2025).
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        Value: 10.1021/acsomega.5c04133
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              Text: 2025 Jul 16
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