Respiratory support status from EHR data for adult population: Classification, heuristics, and usage in predictive modeling

Keyphrases

• Adult Population 100%
• Respiratory Support 100%
• Predictive Modeling 100%
• EHR Data 100%
• Population Classification 100%
• Support Information 33%
• Mortality Prediction 16%
• Logistic Regression 16%
• Patient Status 16%
• Electronic Health Record Data 16%
• Support Method 16%
• XGBoost Model 16%
• Terminology System 16%
• Adult Patients 8%
• Emergency Department 8%
• Logistic Regression Model 8%
• Veno-venous Extracorporeal Membrane Oxygenation (VV-ECMO) 8%
• Health Systems 8%
• Noninvasive Ventilation 8%
• Area under the Receiver Operating Characteristic Curve 8%
• COVID-19 8%
• Granularity 8%
• Performance Metrics 8%
• Coefficient Value 8%
• Invasive Mechanical Ventilation 8%
• Downstream Analysis 8%
• Precision-recall Curve 8%
• Shapley Additive Explanations 8%
• High-flow Oxygen Therapy 8%
• Low-flow Oxygen Therapy 8%
• Support Feature 8%
• Information Metric 8%
• Support Performance 8%

Medicine and Dentistry

• Electronic Health Record 100%
• Assisted Ventilation 100%
• Predictive Modeling 100%
• Heuristics 100%
• Logistic Regression Analysis 25%
• Oxygen Therapy 16%
• Artificial Respiration 8%
• Emergency Department 8%
• Extracorporeal Membrane Oxygenation 8%
• COVID-19 8%
• Non-Invasive Mechanical Ventilation 8%