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Andrzej Janusz

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Review Open access Sep 2026

Generative methods, validation frameworks, and equity considerations of synthetic data in medical artificial intelligence

Synthetic data is emerging as a strategic solution to persistent barriers in medical artificial intelligence (AI) development, including data scarcity, privacy constraints, and dataset bias. This perspective examines the landscape of synthetic multimodal data in healthcare, including its mechanisms, demonstrated benefi...

S. Reddy, Maryam Haghighat, Andrzej Janusz · 0 citations

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