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Machine learning in point-of-care testing: innovations, challenges, and opportunities.

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Title: Machine learning in point-of-care testing: innovations, challenges, and opportunities.
Authors: Han GR; Electrical & Computer Engineering Department, University of California, Los Angeles, CA, USA., Goncharov A; Electrical & Computer Engineering Department, University of California, Los Angeles, CA, USA., Eryilmaz M; Electrical & Computer Engineering Department, University of California, Los Angeles, CA, USA.; Bioengineering Department, University of California, Los Angeles, CA, USA., Ye S; Bioengineering Department, University of California, Los Angeles, CA, USA.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA., Palanisamy B; Bioengineering Department, University of California, Los Angeles, CA, USA.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA., Ghosh R; Bioengineering Department, University of California, Los Angeles, CA, USA.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA., Lisi F; Department of Chemistry, The University of Tokyo, Tokyo, Japan., Rogers E; London Centre for Nanotechnology and Division of Medicine, University College London, London, UK., Guzman D; London Centre for Nanotechnology and Division of Medicine, University College London, London, UK., Yigci D; Department of Mechanical Engineering, Koç University, Istanbul, Türkiye., Tasoglu S; Department of Mechanical Engineering, Koç University, Istanbul, Türkiye.; Koç University Translational Medicine Research Center (KUTTAM), Koç University, Istanbul, Türkiye.; Physical Intelligence Department, Max Planck Institute for Intelligent Systems, Stuttgart, Germany., Di Carlo D; Bioengineering Department, University of California, Los Angeles, CA, USA.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA., Goda K; Department of Chemistry, The University of Tokyo, Tokyo, Japan., McKendry RA; London Centre for Nanotechnology and Division of Medicine, University College London, London, UK., Ozcan A; Electrical & Computer Engineering Department, University of California, Los Angeles, CA, USA. ozcan@ucla.edu.; Bioengineering Department, University of California, Los Angeles, CA, USA. ozcan@ucla.edu.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA. ozcan@ucla.edu.; Department of Surgery, University of California, Los Angeles, CA, USA. ozcan@ucla.edu.
Source: Nature communications [Nat Commun] 2025 Apr 02; Vol. 16 (1), pp. 3165. Date of Electronic Publication: 2025 Apr 02.
Publication Type: Journal Article; Review
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Han+GR%22">Han GR</searchLink>; Electrical & Computer Engineering Department, University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Goncharov+A%22">Goncharov A</searchLink>; Electrical & Computer Engineering Department, University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Eryilmaz+M%22">Eryilmaz M</searchLink>; Electrical & Computer Engineering Department, University of California, Los Angeles, CA, USA.; Bioengineering Department, University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ye+S%22">Ye S</searchLink>; Bioengineering Department, University of California, Los Angeles, CA, USA.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Palanisamy+B%22">Palanisamy B</searchLink>; Bioengineering Department, University of California, Los Angeles, CA, USA.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ghosh+R%22">Ghosh R</searchLink>; Bioengineering Department, University of California, Los Angeles, CA, USA.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Lisi+F%22">Lisi F</searchLink>; Department of Chemistry, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Rogers+E%22">Rogers E</searchLink>; London Centre for Nanotechnology and Division of Medicine, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Guzman+D%22">Guzman D</searchLink>; London Centre for Nanotechnology and Division of Medicine, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Yigci+D%22">Yigci D</searchLink>; Department of Mechanical Engineering, Koç University, Istanbul, Türkiye.<br /><searchLink fieldCode="AU" term="%22Tasoglu+S%22">Tasoglu S</searchLink>; Department of Mechanical Engineering, Koç University, Istanbul, Türkiye.; Koç University Translational Medicine Research Center (KUTTAM), Koç University, Istanbul, Türkiye.; Physical Intelligence Department, Max Planck Institute for Intelligent Systems, Stuttgart, Germany.<br /><searchLink fieldCode="AU" term="%22Di+Carlo+D%22">Di Carlo D</searchLink>; Bioengineering Department, University of California, Los Angeles, CA, USA.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Goda+K%22">Goda K</searchLink>; Department of Chemistry, The University of Tokyo, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22McKendry+RA%22">McKendry RA</searchLink>; London Centre for Nanotechnology and Division of Medicine, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Ozcan+A%22">Ozcan A</searchLink>; Electrical & Computer Engineering Department, University of California, Los Angeles, CA, USA. ozcan@ucla.edu.; Bioengineering Department, University of California, Los Angeles, CA, USA. ozcan@ucla.edu.; California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, USA. ozcan@ucla.edu.; Department of Surgery, University of California, Los Angeles, CA, USA. ozcan@ucla.edu.
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