Real-world Antimicrobial Stewardship Experience in a Large Academic Medical Center: Using Statistical and Machine Learning Approaches to Identify Intervention "Hotspots" in an Antibiotic Audit and Feedback Program.

Katherine E Goodman Emily L HeilKimberly C ClaeysMary BanoubJacqueline T Bork

Published in: Open forum infectious diseases (2022)

Prediction models substantially reduced PAF review caseloads while maintaining high sensitivities. Our results and approach may offer a blueprint for other ASPs.

Keyphrases

machine learning
randomized controlled trial
quality improvement
artificial intelligence
big data
medical students