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Schematic Representation of the Proposed Multimodal Model: The diagram illustrates our proposed framework, wherein we concatenate embeddings derived from 6 hours’ time-series measurements using LSTM and clinical notes processed by BioMedBERT. This combined representation is utilized for the prediction of AKI/CRRT, aiming to forecast clinical manifestation at least 12 hours in advance.
