Cultryx: Precision Diagnostic Stewardship for Blood Cultures Using Machine Learning
The Cultryx machine learning model, trained on electronic medical record data, significantly outperforms standard clinical heuristics and AI tools in predicting bacteremia, enabling a 26.2% reduction in unnecessary blood culture orders while maintaining high sensitivity to conserve resources and improve patient safety.