Accelerating Surgical Site Infection Abstraction With a Semi-automated Machine-learning Approach

Keyphrases

• Machine Learning Approach 100%
• Surgical Site Infection 100%
• Semi-automated 100%
• AutoML 100%
• Data Abstraction 66%
• Training Data 66%
• American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) 66%
• Semi-automated Approach 66%
• Evaluation Dataset 66%
• Abstraction Process 66%
• Blind Test 33%
• Health Data 33%
• Surgical Outcomes 33%
• Electronic Health Record Data 33%
• Cost Barriers 33%
• Cost Reduction 33%
• Postoperative Outcomes 33%
• Supervised Machine Learning 33%
• Least Absolute Shrinkage and Selection Operator (LASSO) 33%
• Probability Score 33%
• 10-fold Cross Validation 33%
• Cut-off Score 33%
• Baseline Performance 33%
• Chart Abstraction 33%
• Feature Select 33%
• Penalized Logistic Regression Model 33%
• Quality Improvement Registry 33%

Computer Science

• Data Abstraction 100%
• Machine Learning Approach 100%
• Automated Machine Learning 100%
• Machine Learning Algorithm 50%
• Fold Cross Validation 50%
• False Negative 50%
• Data Record 50%
• Training Data 50%
• Good Performance 50%
• Gold Standard 50%
• Logistic Regression Model 50%
• Training Dataset 50%

Psychology

• Cross-Validation 100%
• Regression Model 100%
• Learning Algorithm 100%