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Tailoring AI and ML models for genotype-by-environment prediction leveraging environmental covariates: A European rye example.

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Title: Tailoring AI and ML models for genotype-by-environment prediction leveraging environmental covariates: A European rye example.
Authors: Eckhoff W; Biostatistics Unit, Institute of Crop Science, University of Hohenheim, Stuttgart, Germany. w.eckhoff@uni-hohenheim.de.; KWS SAAT SE & Co. KGaA, Einbeck, Germany. w.eckhoff@uni-hohenheim.de., Parat F; KWS SAAT SE & Co. KGaA, Einbeck, Germany., Bracho-Mujica G; KWS SAAT SE & Co. KGaA, Einbeck, Germany., Flamm C; Österreichische Agentur Für Gesundheit Und Ernährungssicherheit GmbH, Vienna, Austria., Bustos-Korts D; Faculty of Agricultural and Food Sciences, Universidad Austral de Chile, Valdivia, Chile., Piepho HP; Biostatistics Unit, Institute of Crop Science, University of Hohenheim, Stuttgart, Germany.
Source: TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik [Theor Appl Genet] 2026 Jul 15; Vol. 139 (8). Date of Electronic Publication: 2026 Jul 15.
Publication Type: Journal Article
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="%22Eckhoff+W%22">Eckhoff W</searchLink>; Biostatistics Unit, Institute of Crop Science, University of Hohenheim, Stuttgart, Germany. w.eckhoff@uni-hohenheim.de.; KWS SAAT SE & Co. KGaA, Einbeck, Germany. w.eckhoff@uni-hohenheim.de.<br /><searchLink fieldCode="AU" term="%22Parat+F%22">Parat F</searchLink>; KWS SAAT SE & Co. KGaA, Einbeck, Germany.<br /><searchLink fieldCode="AU" term="%22Bracho-Mujica+G%22">Bracho-Mujica G</searchLink>; KWS SAAT SE & Co. KGaA, Einbeck, Germany.<br /><searchLink fieldCode="AU" term="%22Flamm+C%22">Flamm C</searchLink>; Österreichische Agentur Für Gesundheit Und Ernährungssicherheit GmbH, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Bustos-Korts+D%22">Bustos-Korts D</searchLink>; Faculty of Agricultural and Food Sciences, Universidad Austral de Chile, Valdivia, Chile.<br /><searchLink fieldCode="AU" term="%22Piepho+HP%22">Piepho HP</searchLink>; Biostatistics Unit, Institute of Crop Science, University of Hohenheim, Stuttgart, Germany.
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        Value: 10.1007/s00122-026-05280-z
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        Text: English
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              Text: 2026 Jul 15
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