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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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

Background and Aims Common bean (Phaseolus vulgaris L.) yields are strongly impacted by water deficit, yet there is substantial within-species diversity in how development, biomass accumulation, gas exchange, and photosynthetic performance are coordinated under stress. Based on this variation within a diversity panel,...

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

The growing demand for wildflower seeds in ecological restoration requires reliable species identification, yet current market products often contain heterogeneous species. As seed identification is labor‐intensive and requires advanced botanical knowledge, we evaluated multiple segmentation and classification ap...

Jonathan Ashworth, Eloise Barrett, Rebonto Haque et al. · 0 citations

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