Assessing the utility of a sliding-windows deep neural network approach for risk prediction of trauma patients

Keyphrases

• Risk Prediction 100%
• Trauma Patients 100%
• Sliding Window 100%
• Deep Neural Network 100%
• Neural Network Method 100%
• Early Mortality 66%
• Late Mortality 66%
• Posttraumatic Stress 33%
• Comorbidity 33%
• Risk Stratification 33%
• Trauma 33%
• Prediction Model 33%
• Mean Performance 33%
• Single Time Point 33%
• Clinical Trajectory 33%
• Output Variable 33%
• Treatment Trajectories 33%
• Performance Metrics 33%
• American College of Surgeons 33%
• ROC-AUC 33%
• Excellent Performance 33%
• Trauma Quality Improvement Program 33%
• Point Data 33%
• Sliding Window Approach 33%
• Deep Learning Prediction 33%
• Trauma Complications 33%

Computer Science

• Sliding Window 100%
• Deep Neural Network 100%
• Neural Network Approach 100%
• Prediction Model 50%
• Performance Metric 25%
• Neural Network Model 25%
• Deep Learning Method 25%