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The impact of site-specific digital histology signatures on deep learning model accuracy and bias.
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The impact of site-specific digital histology signatures on deep learning model accuracy and bias.
The impact of site-specific digital histology signatures on deep learning model accuracy and bias. Nat Commun. 2021 07 20; 12(1):4423.
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PubMed
subject areas
Biomarkers, Tumor
Data Accuracy
DNA Mutational Analysis
Gene Expression Profiling
Humans
Image Processing, Computer-Assisted
Mutation
Neoplasm Staging
Neoplasms
Risk Assessment
Specimen Handling
authors with profiles
Dezheng Huo
Rita Nanda
Alexander Pearson
Olufunmilayo Olopade
Nicole A. Cipriani
Robert Grossman
Frederick Howard
James Dolezal