Differential Performance of Machine Learning Models in Prediction of Procedure-Specific Outcomes

Keyphrases

• Logistic Regression 100%
• Procedure Specific 100%
• Machine Learning Models 100%
• Area under the Receiver Operating Characteristic Curve 80%
• Operative 60%
• Neural Network 60%
• Colectomy 60%
• Hepatectomy 60%
• Pancreaticoduodenectomy 60%
• Machine Learning 40%
• National Surgical Quality Improvement Program (NSQIP) 40%
• Leakage Area 40%
• Bile Leak 40%
• Anastomotic Leak 40%
• Pancreatic Fistula 40%
• Model Prediction 20%
• Statistical Techniques 20%
• Pancreatic Gland 20%
• Surgical Approach 20%
• Deep Neural Network 20%
• Neural Network Regression 20%
• 5-fold Cross Validation 20%
• Biliary Reconstruction 20%

Medicine and Dentistry

• Logistic Regression Analysis 100%
• Colectomy 60%
• Hepatectomy 60%
• Pancreaticoduodenectomy 60%
• Quality Improvement 40%
• Bile 40%
• Anastomosis Leakage 40%
• Pancreas Fistula 40%
• Decision Making 20%
• Surgical Approach 20%
• Cross-Validation 20%
• Statistical Modeling 20%

Neuroscience

• Neural Network 100%
• Decision-Making 20%