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Surface-based deep learning pipeline. (A) Outer cortical, inner cortical and individual subcortical surfaces were extracted from T1weighted MR image using Freesurfer. (B) Surface meshes converted to graphs using their triangulations. (C) Pre-trained graph-convolutional neural network (gCNN) predicts brain age using surface nodes’ Cartesian coordinates (X, Y, Z).
