Deep learning prediction of likelihood of ICU admission and mortality in COVID-19 patients using clinical variables

Medicine & Life Sciences

• Deep Learning 96%
• Intensive Care Units 58%
• Procalcitonin 35%
• Mortality 35%
• Area Under Curve 34%
• Hospital Mortality 26%
• C-Reactive Protein 24%
• lactate dehydrogenase C4 23%
• Troponin C 20%
• Oxygen 19%
• Computer Neural Networks 18%
• Troponin 16%
• Vital Signs 15%
• Ferritins 14%
• L-Lactate Dehydrogenase 14%
• Signs and Symptoms 12%
• ROC Curve 11%
• Comorbidity 10%
• Retrospective Studies 9%
• Demography 9%
• Physicians 8%

Agriculture & Biology

• learning 63%
• prediction 47%
• C-reactive protein 38%
• lactate dehydrogenase 27%
• comorbidity 22%
• troponin C 20%
• troponins 19%
• oxygen 19%
• retrospective studies 17%
• ferritin 16%
• physicians 15%
• neural networks 15%
• laboratory experimentation 14%
• demographic statistics 12%
• methodology 3%

Chemical Compounds

• Area Under the Curve 100%
• Lactate 47%
• Ferritin 28%
• Dioxygen 22%
• Protein 19%