Author

Nathan D. Coles

Corteva (United States)ORCID 0000-0002-2008-3283Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Plant Biology· 1

Signature Assays, Organisms & Methods

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Research Focus:cell type annotation· 1 Approach:deep learning· 1 Assay:imaging· 1

Frequent Co-Authors

Anastasios MazisiD· 1 shared Andrew C. Jarvis· 1 shared Chadwick B. KoscielnyiD· 1 shared Charles G. Johnson· 1 shared Daniel J. Stanton· 1 shared David R. Charne· 1 shared IGOR FALAK· 1 shared Joseph S. Hynek· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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1 shared paperPlant Biology

Anastasios MazisORCID

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1 paper

Recent·Most cited

Phenotypic scoring of Canola Blackleg severity using machine learning image analysis

Qiao Hu, Sarah Anderson, Stuart W. Gardner, Thomas W. Ernst, Chadwick B. Koscielny, Navratan S. Bahia, Charles G. Johnson, Andrew C. Jarvis, Joseph S. Hynek, Nathan D. Coles, IGOR FALAK, David R. Charne, Manuel E. Ruidiaz, Julien F. Linares, Anastasios Mazis, Daniel J. Stanton

This paper introduces a deep learning model to score Canola Blackleg severity from images, showing it is more consistent than expert raters and maintains similar heritability for breeding purposes.

The Plant Phenome Journal · Mar 4, 2026Peer-reviewedPlant Biology