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A multi-task Gaussian process self-attention neural network for real-time prediction of the need for mechanical ventilators in COVID-19 patients

Kai Zhang, Siddharth Karanth, Bela Patel, Robert L. Murphy, Xiaoqian Jiang

2022Journal of Biomedical Informatics27 citationsDOIOpen Access PDF

Topics & Concepts

Computer scienceArtificial neural networkReceiver operating characteristicMachine learningArtificial intelligenceTask (project management)Robustness (evolution)Recurrent neural networkPredictive modellingGaussian processProcess (computing)Data miningGaussianEngineeringOperating systemPhysicsChemistrySystems engineeringGeneQuantum mechanicsBiochemistrySepsis Diagnosis and TreatmentMachine Learning in HealthcareRespiratory Support and Mechanisms
A multi-task Gaussian process self-attention neural network for real-time prediction of the need for mechanical ventilators in COVID-19 patients | Litcius