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Workflow of the DPA model for joint image data and clinical data. The image pathway consists of three residual CNN blocks and two phase-attention modules. Deep image features are derived from these two components and fed into the fully connected (FC) layer. Clinical data are passed through an FC layer and then concatenated with image features to pass through a final FC layer for early recurrence prediction of HCC.
