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The architecture of our prototype NEC early warning system, which consists of multiple layers of fully convolutional networks (FCN) culminating in an interpretable gated attention mechanism and passage of embedded data to a sigmoid function that generates a risk prediction. CLRT=centered-log ratio transformation; HFS=hierarchical feature selection. Image derived, with modifications, from [17].
