Author

Liam Collins

Oak Ridge National Laboratory

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Microbiology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Research Focus:database / resource· 1 Approach:deep learning· 1 Assay:imaging· 1 Approach:statistical model· 1

Frequent Co-Authors

Alexis N. WilliamsiD· 1 shared Amber N. BibleiD· 1 shared Jennifer L. Morrell‐FalveyiD· 1 shared Lynnicia N. MassenburgiD· 1 shared Martí ChecaiD· 1 shared Rama Krishnan VasudevaniD· 1 shared Rubén Millán‐SolsonaiD· 1 shared Scott T. RettereriD· 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 paperMicrobiology

Alexis N. WilliamsORCID

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Author profile →

1 paper

Recent·Most cited

Facility-Scale Workflows for Data Acquisition, Standardization, Machine Learning Analysis, and Reproducible Science

Sita Sirisha Madugula, Spenser R. Brown, Amber N. Bible, Rubén Millán‐Solsona, Martí Checa, Lynnicia N. Massenburg, Alexis N. Williams, Liam Collins, Sumner B. Harris, Jennifer L. Morrell‐Falvey, Scott T. Retterer, Rama Krishnan Vasudevan

The paper develops a facility-scale infrastructure to standardize and analyze large-scale microscopy datasets for machine learning, enabling reproducible and scalable workflows.

Digital Discovery · Jan 1, 2026Peer-reviewedMicrobiology