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The Case for Globalizing Fairness: A Mixed Methods Study on Colonialism, AI, and Health in Africa

The Case for Globalizing Fairness: A Mixed Methods Study on Colonialism, AI, and Health in Africa

With growing application of machine learning (ML) technologies in healthcare, there have been calls for developing techniques to understand and mitigate biases these systems may exhibit.Fairness considerations in the development of ML-based solutions for health have particular implications for Africa, which already faces inequitable power imbalances between the Global North …