A Leakage-Aware Multimodal Evaluation Framework for Early Intraoperative Acute Kidney Injury Prediction
SynerT is proposed, a waveform-only hybrid temporal backbone that combines a causal dilated TCN with a hierarchy of dilated recurrent layers to encode early intraoperative physiologic trajectories for AKI risk prediction and two model variants that extend the backbone with structured clinical context are designed.
Quang Minh Nguyen, Đức Minh Lê, H. Nguyen et al.
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