AIMC Topic: Multiple Organ Failure

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Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing.

Journal of the American Medical Informatics Association : JAMIA Aug 13, 2021
OBJECTIVE: Multitask learning (MTL) using electronic health records allows concurrent prediction of multiple endpoints. MTL has shown promise in improving model performance and training efficiency; however, it often suffers from negative transfer - i...
Humans Neural Networks, Computer Machine Learning Intensive Care Units Electronic Health Records Multiple Organ Failure
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Elevated Presepsin Levels are Associated with Severity and Prognosis of Severe Acute Pancreatitis.

Clinical laboratory Sep 1, 2016
BACKGROUND: Current clinical scoring systems are insufficient in the early identification of severe acute pancreatitis (SAP) patients at risk of developing potentially lethal complications. This present study was designed to evaluate the relationship...
Humans Biomarkers Prognosis Retrospective Studies Female Male Middle Aged Severity of Illness Index Case-Control Studies Hospital Mortality ROC Curve Multiple Organ Failure Predictive Value of Tests Area Under Curve Acute Disease Peptide Fragments APACHE Lipopolysaccharide Receptors Pancreatitis
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