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Federated LoRA adaptation can boost chest X-ray classification performance across diverse international cohorts, achieving near-centralized model performance without compromising data privacy.
Disease distribution shifts, not skin tone, are the primary culprits behind the poor performance of dermatology AI models in unfamiliar clinical settings.
