Author

Grace A Stys

University of North Carolina at Chapel HillORCID 0009-0006-5512-5494Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Neuroscience· 1

Signature Assays, Organisms & Methods

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Research Focus:cell type annotation· 1 Approach:deep learning· 1 Approach:experimental assay· 1 Assay:imaging· 1 Approach:machine learning (classical)· 1 Organism:mouse· 1 Organism:rat· 1 Research Focus:software / tool· 1

Frequent Co-Authors

Adriane M. LawesiD· 1 shared Alison V. RolandiD· 1 shared Brianna A. GeorgeiD· 1 shared Brooke N. BenderiD· 1 shared Caroline G KriemaniD· 1 shared Chloe J. GallagheriD· 1 shared Jobe L. RitchieiD· 1 shared Joyce BesheeriD· 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 paperNeuroscience

Adriane M. LawesORCID

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1 paper

Recent·Most cited

NeurosciencebioRxivPreprintSep 9, 2026

✦ In-depth digest

ABEL: an active-learning behavior estimation and labeling platform

Jobe L. Ritchie, Brianna A. George, Alison V. Roland…·Thomas L. Kash

A no-code clip-level active-learning platform combining pose, video and region-of-interest features trains rodent behavior classifiers (mean precision-recall AUC 0.90, 45 behaviors, eight assays) largely agreeing with expert human scoring.

DOI 10.64898/2026.08.30.748115

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