Classifying clinical work settings using EHR audit logs: a machine learning approach

Keyphrases

• Clinical Work 100%
• Machine Learning Approach 100%
• Electronic Health Records 100%
• Work Settings 100%
• Audit Log 100%
• Record Audit 100%
• Surgical Intensive Care Unit 80%
• Random Forest Classifier 40%
• Operating Room 20%
• Anesthesiology 20%
• Work Characteristics 20%
• Area under the Receiver Operating Characteristic Curve 20%
• Attending Physicians 20%
• Clinical Activity 20%
• Handoff 20%
• Anesthesiologist 20%
• Engineering Approach 20%
• Model Explanation 20%
• Clinical Notes 20%
• Event Log 20%
• Used Electronics 20%
• Event Frequency 20%
• Medical Responsibility 20%
• Automated Assessment 20%
• Precision-recall Curve 20%
• Discriminative Performance 20%
• Feature Engineering 20%
• Supervised Machine Learning Classifiers 20%
• Frequency-based Feature 20%
• Frequency Matrix 20%
• Term Frequency-inverse Document Frequency (TF-IDF) 20%

Medicine and Dentistry

• Intensive Care Unit 100%
• Electronic Health Record 100%
• Anesthesiology 25%
• Clinician 25%
• Operating Room 25%
• Anesthesiologist 25%
• Observational Study 25%

Psychology

• Work Setting 100%