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Architectural overview of the developed model using the recurrent neural network (RNN). (A) The sliding window approach for handling sequential data and (B) the 2-stage hierarchical model comprising models 1 and 2. Model 1 could predict the occurrence of acute kidney injury (AKI) in the next 7 days from the present, and model 2 could provide the predicted value of serum creatinine (Cr) for the next 3 days.
