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

NARecruitingINTERVENTIONAL
Enrollment

17,800

Participants

Timeline

Start Date

July 1, 2025

Primary Completion Date

November 30, 2025

Study Completion Date

December 31, 2027

Conditions
Central Line Associated Blood Stream Infections (CLABSI)
Interventions
BEHAVIORAL

Infection Preventionist Led Best Practices Reminders

Infection preventionists at each study hospital review a dashboard on a daily basis that contains predictions for the infection preventionist's hospital. If a patient is predicted to have a possible CLABSI by the ML model, the infection preventionist reviews the case and recommends next steps to the care team based on Providence's CLABSI prevention best-practices bundle, which include reviewing the line for necessity and recommending alternate IV access when appropriate. If line-removal isn't possible, the infection preventionist collaborates with the direct care team to ensure that the line maintenance best practices are observed, including maintaining a clean, dry and intact dressing and using daily chlorhexidine baths.

Trial Locations (19)

79416

RECRUITING

Covenant Medical Center, Lubbock

91345

RECRUITING

Providence Holy Cross Medical Center, Mission Hills

91356

RECRUITING

Providence Cedars-Sinai Tarzana Medical Center, Tarzana

91505

RECRUITING

Providence Saint Joseph Medical Center, Burbank

92307

RECRUITING

St. Mary Medical Center, Apple Valley

92691

RECRUITING

Mission Hospital, Mission Viejo

92835

RECRUITING

St. Jude Medical Center, Fullerton

92868

RECRUITING

St. Joseph Hospital, Orange

94558

RECRUITING

Queen of the Valley Medical Center, Napa

95405

RECRUITING

Santa Rosa Memorial Hospital, Santa Rosa

97225

RECRUITING

Providence St. Vincent Medical Center, Portland

98026

RECRUITING

Swedish Medical Center Edmonds, Edmonds

98122

RECRUITING

Swedish Medical Center Cherry Hill, Seattle

RECRUITING

Swedish Medical Center First Hill, Seattle

98201

RECRUITING

Providence Regional Medical Center Everett, Everett

98506

RECRUITING

Providence St. Peter Hospital, Olympia

99204

RECRUITING

Providence Sacred Heart Medical Center, Spokane

99352

RECRUITING

Kadlec Regional Medical Center, Richland

99508

RECRUITING

Providence Alaska Medical Center, Anchorage

All Listed Sponsors
collaborator

Providence Health & Services

OTHER

lead

Swedish Medical Center

OTHER