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order4dParathyroid four-dimensional (4D) CT refers to multiphase computed tomography of the neck used to localize abnormal parathyroid glands (i.e. involved with adenoma,The aim of this paper is to investate a reduced-order approach for four-dimensional variational data assimilation (4D-Var), with an illustration in the context of ocean