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Translational Medicine / 转化医学Federated Learning and AI Privacy

Renato Umeton

PhD

🏢Dana-Farber Cancer Institute🌐USA

Director of Artificial Intelligence Operations

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👥Biography 个人简介

Renato Umeton leads AI operations at Dana-Farber Cancer Institute where he has implemented federated learning pipelines for multi-institutional cancer research. His work on privacy-preserving clinical NLP enables extraction of treatment outcomes from unstructured oncology notes across institutions without data sharing. He has developed practical frameworks for deploying federated AI in real clinical cancer research workflows.

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🧪Research Fields 研究领域

Clinical AI operations
Federated clinical NLP
Cancer treatment extraction
Privacy-preserving analytics
Healthcare AI deployment

🎓Key Contributions 主要贡献

Representative Works 代表性著作

📄Data Sources 数据来源

Last updated: 2026-04-01 | All information from publicly available academic sources

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