Predicting and optimizing viscosity of dental resin composites with Gaussian process regression and Bayesian optimization.
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| Title: | Predicting and optimizing viscosity of dental resin composites with Gaussian process regression and Bayesian optimization. |
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| Authors: | Kohno T; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan., Funayama N; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan., Xiao L; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan., Yamaguchi S; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan; AI Research Unit, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan. Electronic address: yamaguchi.satoshi.dent@osaka-u.ac.jp., Imazato S; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan; Department of Dental Biomaterials, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan. |
| Source: | Dental materials : official publication of the Academy of Dental Materials [Dent Mater] 2026 Jul; Vol. 42 (7), pp. 1112-1119. Date of Electronic Publication: 2026 Feb 26. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Elsevier Science Country of Publication: England NLM ID: 8508040 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0097 (Electronic) Linking ISSN: 01095641 NLM ISO Abbreviation: Dent Mater Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41748342 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Predicting and optimizing viscosity of dental resin composites with Gaussian process regression and Bayesian optimization. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Kohno+T%22">Kohno T</searchLink>; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan.<br /><searchLink fieldCode="AU" term="%22Funayama+N%22">Funayama N</searchLink>; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan.<br /><searchLink fieldCode="AU" term="%22Xiao+L%22">Xiao L</searchLink>; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan.<br /><searchLink fieldCode="AU" term="%22Yamaguchi+S%22">Yamaguchi S</searchLink>; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan; AI Research Unit, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan. Electronic address: yamaguchi.satoshi.dent@osaka-u.ac.jp.<br /><searchLink fieldCode="AU" term="%22Imazato+S%22">Imazato S</searchLink>; Joint Research Laboratory of Advanced Functional Materials Science, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan; Department of Dental Biomaterials, Graduate School of Dentistry, The University of Osaka, 1-8 Yamadaoka, Suita, Osaka 565-0871, Japan. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%228508040%22">Dental materials : official publication of the Academy of Dental Materials</searchLink> [Dent Mater] 2026 Jul; Vol. 42 (7), pp. 1112-1119. <i>Date of Electronic Publication: </i>2026 Feb 26. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science%22">Elsevier Science </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>8508040 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1879-0097 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201095641%22">01095641 </searchLink><i>NLM ISO Abbreviation: </i>Dent Mater <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41748342 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.dental.2026.02.018 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1112 Titles: – TitleFull: Predicting and optimizing viscosity of dental resin composites with Gaussian process regression and Bayesian optimization. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Kohno T – PersonEntity: Name: NameFull: Funayama N – PersonEntity: Name: NameFull: Xiao L – PersonEntity: Name: NameFull: Yamaguchi S – PersonEntity: Name: NameFull: Imazato S IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 07 Text: 2026 Jul Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1879-0097 Numbering: – Type: volume Value: 42 – Type: issue Value: 7 Titles: – TitleFull: Dental materials : official publication of the Academy of Dental Materials Type: main |
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