Benchmarking cesarean delivery rates using machine learning-derived optimal classification trees

Keyphrases

• Cesarean Delivery 100%
• Machine Learning 100%
• Cesarean Section Rate 100%
• Optimal Classification Trees 100%
• Clinical Situation 50%
• Machine Learning Techniques 50%
• Physician Groups 50%
• Physician Practice 50%
• Patient Demographics 25%
• Illinois 25%
• Patient Cohort 25%
• Negative Predictive Value 25%
• Positive Predictive Value 25%
• Data Warehouse 25%
• Extraction Methods 25%
• Electronic Information 25%
• Prediction Model 25%
• Self-assessment 25%
• Specific Patient 25%
• Area under the Curve 25%
• Model Performance 25%
• Singleton 25%
• Specific Performance 25%
• Delivery Outcomes 25%
• Overall Rate 25%
• Term Delivery 25%
• Situation-specific 25%
• Hospital Environment 25%
• Practice Groups 25%
• Performance Evaluation Tools 25%
• Optimal Decision Trees 25%

Medicine and Dentistry

• Cesarean Section 100%
• Patient Population 14%
• Quality Improvement 14%
• Secondary Data 14%
• Self-Diagnosis 14%
• Obstetric Delivery 14%