British Journal of Anaesthesia, Journal Year: 2025, Volume and Issue: unknown
Published: May 1, 2025
Language: Английский
British Journal of Anaesthesia, Journal Year: 2025, Volume and Issue: unknown
Published: May 1, 2025
Language: Английский
British Journal of Anaesthesia, Journal Year: 2025, Volume and Issue: unknown
Published: Feb. 1, 2025
Language: Английский
Citations
0The Lancet. Gastroenterology & hepatology, Journal Year: 2025, Volume and Issue: 10(5), P. 411 - 411
Published: April 9, 2025
Language: Английский
Citations
0BioData Mining, Journal Year: 2025, Volume and Issue: 18(1)
Published: April 16, 2025
Functional deterioration (FD) of various organ systems is the major cause death in ICU patients, but few studies propose effective multi-task (MT) model to predict FD multiple organs simultaneously. This study a MT deep learning named inter-organ correlation based (IOC-MT), dynamically six systems. Three public databases were used for training and validation. The IOC-MT was designed on routine framework, it Graph Attention Networks (GAT) module capture an adaptive adjustment mechanism (AAM) adjust prediction. We compared five single-task (ST) baseline models, including three models (LSTM-ST, GRU-ST, Transformer-ST) two machine (GRU-ST, RF-ST), performed ablation assess contribution important components IOC-MT. Model discrimination evaluated by AUROC AUPRC, calibration assessed curve. attention weight coefficient analyzed at both overall individual level show AAM had comparable LSTM-ST, GRU-ST Transformer-ST most under different gap windows internal external validation, obviously outperformed RF-ST. showed that GAT, missing indicator could improve performance model. Furthermore, prediction intuitive comprehensible, also biological plausibility. promising predicting It can one aggregated information from other organs.
Language: Английский
Citations
0British Journal of Anaesthesia, Journal Year: 2025, Volume and Issue: unknown
Published: April 1, 2025
Language: Английский
Citations
0British Journal of Anaesthesia, Journal Year: 2025, Volume and Issue: unknown
Published: May 1, 2025
Language: Английский
Citations
0