Author

John E. Stratford

Newcastle UniversityORCID 0009-0003-2183-5250Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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

Frequent Co-Authors

Adriana HumanesiD· 1 shared Ben WilliamsiD· 1 shared Cinzia AlessiiD· 1 shared Daniel CassidyiD· 1 shared Emilia Larkey· 1 shared Helios M. Martinez· 1 shared James R. GuestiD· 1 shared Kate E. JonesiD· 1 shared

Activity by Year

2025-2025 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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1 shared paperEcology

Adriana HumanesORCID

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1 paper

Recent·Most cited

EcologybioRxivPreprintNov 27, 2025

Accessible AI Enhances Monitoring of Coral Seeding Devices in Reef Restoration

John E. Stratford, Maren Elizabeth Toor, Rebecca Forster…·Renata Ferrari

This paper develops machine learning classifiers to detect coral seeding devices in reef imagery, achieving high accuracy with minimal manual annotation.

DOI 10.1101/2025.11.27.688254

imagingdeep learning

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