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Explore the complexities of explainable AI in the context of GDPR through a COVID-19 use case scenario in this 19-minute conference talk from FAccT 2021. Delve into the distinctions between explainability and justifiability, examining their relevance in both technological and legal frameworks. Analyze the challenges posed by the GDPR's requirements for AI systems and investigate practical examples that highlight the limitations of current explainable AI approaches. Gain insights into the ongoing debate surrounding AI transparency and accountability, particularly in high-stakes applications like those related to the COVID-19 pandemic.