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Amin, Omnia and Brown, Blair and Stephen, Bruce and McArthur, Stephen and Livina, Valerie (2023) Machine learning explanations by design : a case study explaining the predicted degradation of a roto-dynamic pump. In: NDT 2023 - 60th Annual British Conference on NDT, 2023-09-12 - 2023-09-14, Northampton Town Centre Hotel.