Author

Fatine Oumlil

Royal National Orthopaedic HospitalORCID 0009-0004-4121-6956Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:benchmark study· 1 Research Focus:benchmarking· 1 Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Research Focus:database / resource· 1 Approach:deep learning· 1 Approach:experimental assay· 1 Organism:human· 1

Frequent Co-Authors

Adrienne Margaret FlanaganiD· 1 shared Anna Tollit· 1 shared Binghao ChaiiD· 1 shared David F. SteineriD· 1 shared Jianan CheniD· 1 shared Paul CooliD· 1 shared Tapabrata ChakrabortiiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

7 top collaborators · 21 mutual co-author links

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1 shared paperPathology

Adrienne Margaret FlanaganORCID

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1 paper

Recent·Most cited

Impact of tissue staining and scanner variation on the performance of pathology foundation models: a study of sarcomas and their mimics

Binghao Chai, Jianan Chen, Paul Cool, Fatine Oumlil, Anna Tollit, David F. Steiner, Tapabrata Chakraborti, Adrienne Margaret Flanagan

Across 14 sarcoma and mimic subtypes, six pathology foundation models beat ResNet50 but lost accuracy under multi-institutional staining; adding 121 externally stained slides narrowed the gap.

The Journal of Pathology Clinical Research · Feb 24, 2026Peer-reviewedPathology✦ In-depth digest