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Assessing the risk of recurrence or functional impairment in IS and TIA patients is essential to both acute phase treatment and secondary prevention. Current risk prediction systems that rely on clinical parameters alone without leveraging imaging data have only modest performance. Herein, a deep learning\u2010based risk prediction system (RPS) is developed to predict the probability of stroke recurrence or disability (i.e., deep\u2010learning stroke recurrence risk score, SRR score). Then, Kaplan\u2013Meier analysis to evaluate the ability of SRR score to stratify patients at stroke recurrence risk is discussed. Using 15\u2009166 Third China National Stroke Registry (CNSR\u2010III) cases, the RPS's receiver operating characteristic curve (AUC) values of 0.850 for 14\u2009day TIA recurrence prediction and 0.837 for 3\u2009month IS disability prediction are used. 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