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Harnessing artificial intelligence in plant breeding: innovations in digital phenotyping and breeding methodologies.

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Title: Harnessing artificial intelligence in plant breeding: innovations in digital phenotyping and breeding methodologies.
Authors: Aggarwal N; Division of Genetics and Plant Breeding, Faculty of Agriculture, Sher-E-Kashmir University of Agricultural Sciences and Technology, Wadura Campus, Sopore, 193201, Kashmir, India., Rathore M; Division of Genetics and Plant Breeding, Faculty of Agriculture, Sher-E-Kashmir University of Agricultural Sciences and Technology, Wadura Campus, Sopore, 193201, Kashmir, India., Jan F; Division of Genetics and Plant Breeding, Faculty of Agriculture, Sher-E-Kashmir University of Agricultural Sciences and Technology, Wadura Campus, Sopore, 193201, Kashmir, India., Sharma D; Division of Genomics Resources, ICAR-National Bureau of Plant Genetics Resources, New Delhi, India., Kumar S; Division of Genomics Resources, ICAR-National Bureau of Plant Genetics Resources, New Delhi, India., Thudi M; College of Agriculture, Family Sciences and Technology, Fort Valley State University, Fort Valley, GA, USA., Jighly A; AgriSapiens Pty Ltd, Melbourne, VIC, Australia., Varshney RK; WA State Agricultural Biotechnology Centre, Centre for Crop and Food Innovation, Murdoch University, Murdoch, WA, 6150, Australia., Mir RR; Division of Genetics and Plant Breeding, Faculty of Agriculture, Sher-E-Kashmir University of Agricultural Sciences and Technology, Wadura Campus, Sopore, 193201, Kashmir, India. imrouf2006@gmail.com.; WA State Agricultural Biotechnology Centre, Centre for Crop and Food Innovation, Murdoch University, Murdoch, WA, 6150, Australia. imrouf2006@gmail.com.
Source: TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik [Theor Appl Genet] 2026 Jun 23; Vol. 139 (7). Date of Electronic Publication: 2026 Jun 23.
Publication Type: Journal Article; Review
Journal Info: Publisher: Springer Country of Publication: Germany NLM ID: 0145600 Publication Model: Electronic Cited Medium: Internet ISSN: 1432-2242 (Electronic) Linking ISSN: 00405752 NLM ISO Abbreviation: Theor Appl Genet Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Aggarwal+N%22">Aggarwal N</searchLink>; Division of Genetics and Plant Breeding, Faculty of Agriculture, Sher-E-Kashmir University of Agricultural Sciences and Technology, Wadura Campus, Sopore, 193201, Kashmir, India.<br /><searchLink fieldCode="AU" term="%22Rathore+M%22">Rathore M</searchLink>; Division of Genetics and Plant Breeding, Faculty of Agriculture, Sher-E-Kashmir University of Agricultural Sciences and Technology, Wadura Campus, Sopore, 193201, Kashmir, India.<br /><searchLink fieldCode="AU" term="%22Jan+F%22">Jan F</searchLink>; Division of Genetics and Plant Breeding, Faculty of Agriculture, Sher-E-Kashmir University of Agricultural Sciences and Technology, Wadura Campus, Sopore, 193201, Kashmir, India.<br /><searchLink fieldCode="AU" term="%22Sharma+D%22">Sharma D</searchLink>; Division of Genomics Resources, ICAR-National Bureau of Plant Genetics Resources, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Kumar+S%22">Kumar S</searchLink>; Division of Genomics Resources, ICAR-National Bureau of Plant Genetics Resources, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Thudi+M%22">Thudi M</searchLink>; College of Agriculture, Family Sciences and Technology, Fort Valley State University, Fort Valley, GA, USA.<br /><searchLink fieldCode="AU" term="%22Jighly+A%22">Jighly A</searchLink>; AgriSapiens Pty Ltd, Melbourne, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Varshney+RK%22">Varshney RK</searchLink>; WA State Agricultural Biotechnology Centre, Centre for Crop and Food Innovation, Murdoch University, Murdoch, WA, 6150, Australia.<br /><searchLink fieldCode="AU" term="%22Mir+RR%22">Mir RR</searchLink>; Division of Genetics and Plant Breeding, Faculty of Agriculture, Sher-E-Kashmir University of Agricultural Sciences and Technology, Wadura Campus, Sopore, 193201, Kashmir, India. imrouf2006@gmail.com.; WA State Agricultural Biotechnology Centre, Centre for Crop and Food Innovation, Murdoch University, Murdoch, WA, 6150, Australia. imrouf2006@gmail.com.
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  Data: <searchLink fieldCode="JN" term="%220145600%22">TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik</searchLink> [Theor Appl Genet] 2026 Jun 23; Vol. 139 (7). <i>Date of Electronic Publication: </i>2026 Jun 23.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>0145600 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1432-2242 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200405752%22">00405752 </searchLink><i>NLM ISO Abbreviation: </i>Theor Appl Genet <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s00122-026-05293-8
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        Text: English
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              Text: 2026 Jun 23
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