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Explainable artificial intelligence (AI) methods in medical imaging. Standard deep learning models are uninterpretable and therefore work as a “black box.” Explainable AI methods, such as ablation-based, attention-based, and concept-based methods, provide clinicians and researchers with additional information about how the model forms its predictions. Abbreviation: GGO, ground-glass opacities.
