RECRUITING

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

Description

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.

Study Overview

Study Details

Study overview

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.

Prediction and Reduction of Central Line Associated Blood Stream Infections: A Machine Learning Improvement Study

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

Condition
Central Line Associated Blood Stream Infections (CLABSI)
Intervention / Treatment

-

Contacts and Locations

Anchorage

Providence Alaska Medical Center, Anchorage, Alaska, United States, 99508

Apple Valley

St. Mary Medical Center, Apple Valley, California, United States, 92307

Burbank

Providence Saint Joseph Medical Center, Burbank, California, United States, 91505

Fullerton

St. Jude Medical Center, Fullerton, California, United States, 92835

Mission Hills

Providence Holy Cross Medical Center, Mission Hills, California, United States, 91345

Mission Viejo

Mission Hospital, Mission Viejo, California, United States, 92691

Napa

Queen of the Valley Medical Center, Napa, California, United States, 94558

Orange

St. Joseph Hospital, Orange, California, United States, 92868

Santa Rosa

Santa Rosa Memorial Hospital, Santa Rosa, California, United States, 95405

Tarzana

Providence Cedars-Sinai Tarzana Medical Center, Tarzana, California, United States, 91356

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

For general information about clinical research, read Learn About Studies.

Eligibility Criteria

  • * The top twenty Providence St. Joseph Hospitals by CLABSI burdern
  • * Less than 18 years of age

Ages Eligible for Study

18 Years to

Sexes Eligible for Study

ALL

Accepts Healthy Volunteers

No

Collaborators and Investigators

Swedish Medical Center,

Study Record Dates

2027-12