Distributed learning on 20 000+ lung cancer patients - The Personal Health Train

Timo M Deist
Timo M Deist
Priyanka Ojha
Priyanka Ojha
M Scott Marshall
M Scott Marshall
Carlotta Masciocchi
Carlotta Masciocchi
Jiayan Chen
Jiayan Chen

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology, pp. 189-200, 2020.

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Keywords:
Big dataDistributed learningFAIR dataFederated learningLung cancerMore(3+)

Abstract:

The PHT infrastructure demonstrably overcomes patient privacy barriers to healthcare data sharing and enables fast data analyses across multiple institutes from different countries with different regulatory regimens. This infrastructure promotes global evidence-based medicine while prioritizing patient privacy.

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