Deep learning of longitudinal chest X-ray and clinical variables predicts duration on ventilator and mortality in COVID-19 patients

Medicine & Life Sciences

• Deep Learning 73%
• Coronavirus 67%
• Mechanical Ventilators 56%
• Artificial Respiration 50%
• X-Rays 41%
• Thorax 36%
• Mortality 26%
• Confidence Intervals 13%
• Noninvasive Ventilation 9%
• Survivors 6%
• ROC Curve 6%
• Area Under Curve 6%
• Datasets 6%
• Retrospective Studies 5%

Engineering & Materials Science

• Artificial Respiration 72%
• X rays 48%
• Deep learning 47%
• Learning systems 7%

Chemical Compounds

• Mechanical Ventilation 100%
• X-Ray 32%
• Area Under the Curve 10%