Author

Sophia Lin

The University of Texas at AustinORCID 0000-0002-8784-6775Unclaimed ORCID profile · follow to get notified of new preprints

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Sophia Lin4 papers · University of California, Davis

Biology Disciplines

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Bioinformatics· 1

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Organism:human· 1 Assay:proteomics· 1 Approach:statistical model· 1 Research Focus:variant effect prediction· 1 Organism:virus· 1

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Claus O. WilkeiD· 1 shared Luiz Carlos VieiraiD· 1 shared

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2026-2026 · peak 1/yr

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1 shared paperBioinformatics

Claus O. WilkeORCID

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1 paper

Recent·Most cited

Intrinsic dataset features drive mutational effect prediction by protein language models

Luiz Carlos Vieira, Sophia Lin, Claus O. Wilke

The paper evaluates protein language models' performance on mutational effect prediction across datasets and finds that dataset features, not model architecture, primarily drive predictive success.

bioRxiv · Jun 17, 2026 · PreprintBioinformatics