Author

Gregory Stewart Okin

University of California, Los AngelesORCID 0000-0002-0484-3537Unclaimed 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:benchmarking· 1 Approach:deep learning· 1 Assay:imaging· 1

Frequent Co-Authors

Camille C. PawlakiD· 1 shared Geoffrey A. FrickeriD· 1 shared Griffen Guizan· 1 shared Jenn YostiD· 1 shared Jonathan VenturaiD· 1 shared Kyle C. Cavanuagh· 1 shared Matt K. RitteriD· 1 shared Sara Arnold· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

9 top collaborators · 36 mutual co-author links

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1 shared paperEcology

Camille C. PawlakORCID

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1 paper

Recent·Most cited

Mapping California's Urban Forest at Scale: An Error-Adjusted Canopy Time Series for Monitoring Change

Camille C. Pawlak, Jenn Yost, Jonathan Ventura, Griffen Guizan, Sara Arnold, Gregory Stewart Okin, Kyle C. Cavanuagh, Geoffrey A. Fricker, Matt K. Ritter, Thomas Welch Gillespie

The paper produces a four-year canopy cover time series for California using NAIP imagery and a U-Net model, showing no statistically significant trend in canopy change.

bioRxiv · May 7, 2026 · PreprintEcology