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Denis Golubev

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#federated learning Open access Sep 2026

Oncology databases for predicting tumor radiosensitivity and chemosensitivity: a critical translational synthesis

Background . Oncology databases have become a foundation for developing models of tumor sensitivity to drug and radiation therapy; however, their clinical value is determined not by data volume but by the quality of the response phenotype, external validation, and evidence of treatment-effect modification. Objective. T...

Ilya Solovev, Denis Golubev · 0 citations

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