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A methodological preprint demonstrating a federated learning framework for aging prediction in silico across distributed datasets, not yet peer-reviewed, with no clinical validation or comparison to established aging clocks.
This is a mechanistic proof-of-concept study in a preclinical model demonstrating a novel nanovaccine strategy; it lacks human data, phase classification, or clinical endpoints needed for stronger evidence grading.