American College of Surgeons NSQIP Risk Calculator Accuracy Using a Machine Learning Algorithm Compared with Regression

Keyphrases

• American College of Surgeons 100%
• Machine Learning 100%
• Machine Learning Algorithms 100%
• NSQIP Risk Calculator 100%
• Length of Stay 33%
• Risk Estimation 33%
• Area under the Receiver Operating Characteristic Curve 33%
• Area Under the Precision-Recall Curve 33%
• Characteristic Area 22%
• Regression-based Method 22%
• Risk Calculator 22%
• Binary Outcome 22%
• Miscalibration 22%
• Mean Squared Error 22%
• Medical Records 11%
• Model Building 11%
• Risk Prediction 11%
• Surgical Outcomes 11%
• National Surgical Quality Improvement Program (NSQIP) 11%
• Surgical Complications 11%
• Mean Area 11%
• Calibration Curve 11%
• Continuous Outcomes 11%
• Risk Discrimination 11%
• Extreme Gradient Boosting 11%
• Accurate Discrimination 11%
• Calibration Risk 11%
• Accurate Calibration 11%

Engineering

• Receiver Operating Characteristic 100%
• Operating-Characteristic Curve 100%
• Machine Learning Algorithm 100%
• Risk Estimate 100%
• Mean-Squared-Error 66%
• Calibration Curve 33%
• Risk Prediction 33%

Computer Science

• Machine Learning 100%
• Machine Learning Algorithm 100%
• Characteristic Curve 33%
• Extreme Gradient Boosting 11%
• Calibration Curve 11%