Author

Justin E. Golabek

Case Western Reserve UniversityORCID 0009-0004-9088-3499Unclaimed 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:benchmarking· 1 Approach:deep learning· 1 Assay:electronic health records· 1 Approach:machine learning (classical)· 1

Frequent Co-Authors

Benjamin NorbomiD· 1 shared Erin E. PatrickiD· 1 shared Jorge AlbertoiD· 1 shared Joshua WongiD· 1 shared Matthew A. SchieferiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

5 top collaborators · 10 mutual co-author links

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1 shared paperNeuroscience

Benjamin NorbomORCID

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1 paper

Recent·Most cited

Comparison of Machine Learning Surrogate Models for Prediction of Single-Fiber Activation in Deep Brain Stimulation

Jorge Alberto, Benjamin Norbom, Justin E. Golabek, Joshua Wong, Matthew A. Schiefer, Erin E. Patrick

This study compares machine learning models for predicting single-fiber activation in DBS across various electrode configurations, finding that CNNs outperform XGBoost in complex fields.

Deep Brain Stimulation · Sep 7, 2026Peer-reviewedNeuroscience