Open access
Sep 2026
Developmental data were essential for differentiating response strategies and, when combined with porometer and fluorometer measurements indicating the level of water stress experienced by the plants, for connecting traits and strategies to genomic variation.
Kate E. Denning-James, Maria Juliana Rodriguez-Cubillos, Jonathan Ashworth et al.
· bioRxiv · 0 citations
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Open access
Jul 2026
Threshold‐based rejection enabled robust open‐set classification, with random forest outperforming deeper models in rejecting unseen seeds andDeep learning segmentation substantially enhanced CNN accuracy, yet tabulated‐feature machine learning models remained competitive and efficient.
Jonathan Ashworth, Eloise Barrett, Rebonto Haque et al.
· Applications in Plant Scienc... · 0 citations
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Open access
Jul 2026
This new durum reference genome, enhanced with advanced annotation and an expression atlas linked to QTLome data, is the most comprehensive tool available for durum wheat genomics.
E. Mazzucotelli, C. Forestan, Gina Zastrow-Hayes et al.
· Plant Biotechnology Journal · 0 citations
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