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The proposed schemes for deep learning-based modeling for short-term breast cancer risk prediction. The top half is an end-to-end prediction model using fine-tuned GoogLeNet, which is also adapted as an offline deep imaging feature extractor in the GoogLeNet-LDA model (bottom half).