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Key message A new genomic model that incorporates genotype × environment interaction gave increased prediction accuracy of untested hybrid response for traits such as percent starch content, percent dry matter content and silage yield of maize hybrids. Abstract The prediction of hybrid performance (HP) is very important in agricultural breeding programs. In plant breeding, multi-environment trials...