Machine Learning Prediction of Possible Central Line Associated Blood Stream Infections and Rate of Reduction

Prospective, multi-center, cluster-randomized trial of a hospital Infection Preventionist (IP)-led quality improvement study to provide clinical teams with just-in-time clinical education and reinforcement of existing best practices recommendations based on the output of a possible Central Line Associated Blood Stream Infection (CLABSI) Machine Learning (ML) prediction model.

The objective is to determine whether providing this model to Infection Preventionists will decrease the CLABSI rates versus routine clinical practice.