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Detection of non-invasive sexing of early chick embryos in intact eggs using laser speckle contrast imaging and deep neural networks.

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Title: Detection of non-invasive sexing of early chick embryos in intact eggs using laser speckle contrast imaging and deep neural networks.
Authors: Mahler S; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America.; Department of Biomedical Engineering, Stevens Institute of Technology, Hoboken, New Jersey, United States of America., Arora A; California Institute of Technology, Pasadena, California, United States of America., Readhead C; Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America., Yin S; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America., Hari SN; California Institute of Technology, Pasadena, California, United States of America., Wang E; California Institute of Technology, Pasadena, California, United States of America., Moxley CI; California Institute of Technology, Pasadena, California, United States of America., Adeboye AA; California Institute of Technology, Pasadena, California, United States of America., Dong Z; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America., Zhou H; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America., Chen X; Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America., Bronner M; California Institute of Technology, Pasadena, California, United States of America.; Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America., Yang C; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America.; California Institute of Technology, Pasadena, California, United States of America.; Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America.; Department of Medical Engineering, California Institute of Technology, Pasadena, California, United States of America.
Source: PloS one [PLoS One] 2026 Jun 26; Vol. 21 (6), pp. e0323847. Date of Electronic Publication: 2026 Jun 26 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Detection of non-invasive sexing of early chick embryos in intact eggs using laser speckle contrast imaging and deep neural networks.
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  Data: <searchLink fieldCode="AU" term="%22Mahler+S%22">Mahler S</searchLink>; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America.; Department of Biomedical Engineering, Stevens Institute of Technology, Hoboken, New Jersey, United States of America.<br /><searchLink fieldCode="AU" term="%22Arora+A%22">Arora A</searchLink>; California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Readhead+C%22">Readhead C</searchLink>; Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Yin+S%22">Yin S</searchLink>; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Hari+SN%22">Hari SN</searchLink>; California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Wang+E%22">Wang E</searchLink>; California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Moxley+CI%22">Moxley CI</searchLink>; California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Adeboye+AA%22">Adeboye AA</searchLink>; California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Dong+Z%22">Dong Z</searchLink>; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Zhou+H%22">Zhou H</searchLink>; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Chen+X%22">Chen X</searchLink>; Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Bronner+M%22">Bronner M</searchLink>; California Institute of Technology, Pasadena, California, United States of America.; Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America.<br /><searchLink fieldCode="AU" term="%22Yang+C%22">Yang C</searchLink>; Department of Electrical Engineering, California Institute of Technology, Pasadena, California, United States of America.; California Institute of Technology, Pasadena, California, United States of America.; Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, California, United States of America.; Department of Medical Engineering, California Institute of Technology, Pasadena, California, United States of America.
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  Data: <searchLink fieldCode="JN" term="%22101285081%22">PloS one</searchLink> [PLoS One] 2026 Jun 26; Vol. 21 (6), pp. e0323847. <i>Date of Electronic Publication: </i>2026 Jun 26 (<i>Print Publication: </i>2026).
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