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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jonathan Ashworth

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2 papers indexed here

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Open access Sep 2026

Developmental and physiological profiles define drought response diversity and genomic associations in common bean

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. · 0 citations
Open access Jul 2026

Integrating machine learning, deep learning, and image analysis for seed species classification

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. · 0 citations

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