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Physics-Informed Machine Learning in Biomedical Science and Engineering.

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Title: Physics-Informed Machine Learning in Biomedical Science and Engineering.
Authors: Ahmadi N; Center for Biomedical Engineering, Brown University, Providence, Rhode Island, USA., Cao Q; Division of Applied Mathematics, Brown University, Providence, Rhode Island, USA; email: george_karniadakis@brown.edu., Humphrey JD; Department of Biomedical Engineering, Yale University, New Haven, Connecticut, USA., Karniadakis GE; Division of Applied Mathematics, Brown University, Providence, Rhode Island, USA; email: george_karniadakis@brown.edu.
Source: Annual review of biomedical engineering [Annu Rev Biomed Eng] 2026 May; Vol. 28 (1), pp. 309-336.
Publication Type: Journal Article; Review
Journal Info: Publisher: Annual Reviews Country of Publication: United States NLM ID: 100883581 Publication Model: Print Cited Medium: Internet ISSN: 1545-4274 (Electronic) Linking ISSN: 15239829 NLM ISO Abbreviation: Annu Rev Biomed Eng Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Ahmadi+N%22">Ahmadi N</searchLink>; Center for Biomedical Engineering, Brown University, Providence, Rhode Island, USA.<br /><searchLink fieldCode="AU" term="%22Cao+Q%22">Cao Q</searchLink>; Division of Applied Mathematics, Brown University, Providence, Rhode Island, USA; email: george_karniadakis@brown.edu.<br /><searchLink fieldCode="AU" term="%22Humphrey+JD%22">Humphrey JD</searchLink>; Department of Biomedical Engineering, Yale University, New Haven, Connecticut, USA.<br /><searchLink fieldCode="AU" term="%22Karniadakis+GE%22">Karniadakis GE</searchLink>; Division of Applied Mathematics, Brown University, Providence, Rhode Island, USA; email: george_karniadakis@brown.edu.
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  Data: <searchLink fieldCode="JN" term="%22100883581%22">Annual review of biomedical engineering</searchLink> [Annu Rev Biomed Eng] 2026 May; Vol. 28 (1), pp. 309-336.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Annual+Reviews%22">Annual Reviews </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>100883581 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1545-4274 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215239829%22">15239829 </searchLink><i>NLM ISO Abbreviation: </i>Annu Rev Biomed Eng <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1146/annurev-bioeng-110824-124907
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      – Code: eng
        Text: English
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        StartPage: 309
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      – TitleFull: Physics-Informed Machine Learning in Biomedical Science and Engineering.
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            NameFull: Ahmadi N
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            – D: 01
              M: 05
              Text: 2026 May
              Type: published
              Y: 2026
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              Value: 28
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