Evaluation of an AI-Assisted Tool for CLABSI Surveillance at VA Medical Centers (VA-AI-CLABSI)
VA National AI Initiative (NAII) Evaluation of an AI-Assisted CLABSI Surveillance Tool: A Prospective Cluster-Randomized Trial
Infection prevention and control programs at US hospitals perform surveillance to detect and publicly report hospital-onset central line-associated bloodstream infections (CLABSI) using standards set by CDC's National Healthcare Safety Network (NHSN). Because this process requires time-consuming review of the medical record by dedicated infection preventionists, VA has developed a generative artificial intelligence (AI) tool that applies the NHSN CLABSI standard to clinical data from the medical record. In this quality improvement initiative, we will evaluate the tool as it is implemented operationally across a cohort of VA medical centers in 3 randomized waves. The purpose of this evaluation is (1) to determine whether the tool reduces the time required for CLABSI surveillance, (2) to assess the objectivity and trustworthiness of the tool from the perspective of infection preventionists, and (3) to detect patient safety events.
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
This study is being conducted from a VA operational perspective as quality improvement. This will proceed regardless of research approvals. This was submitted to the University of Maryland / Baltimore VA joint IRB/VA Research & Development committees and determined to be non-human subjects research.
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Jonathan D Baghdadi, MD, PhD
- Phone Number: 410-706-0066
- Email: jbaghdadi@som.umaryland.edu
Study Contact Backup
- Name: Daniel J Morgan, MD, MS
- Phone Number: 410-706-0066
- Email: dmorgan@som.umaryland.edu
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Description
Infection preventionists will participate in this study if their VA medical center is eligible based on the inclusion and exclusion criteria below. At participating sites, all positive blood culture events reviewed as potential central line-associated bloodstream infections (CLABSI) during the study period will be included in the analysis.
Inclusion Criteria:
- VA medical center that provides short- or long-term acute care
- CLABSI surveillance is performed by a local infection prevention team who agree to complete all study assessments
Exclusion Criteria:
1. VA medical center planned for conversion to the Cerner electronic health record within the anticipated study period
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Health Services Research
- Allocation: Randomized
- Interventional Model: Crossover Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: Post-implementation of an AI for CLABSI surveillance
Infection preventionists (reviewers) at participating VA medical centers will use the generative artificial intelligence (AI) tool while reviewing cases of bacteremia to adjudicate the presence of a central line-associated bloodstream infection (CLABSI). The tool operationalizes the CDC's National Healthcare Safety Network definition of CLABSI as discrete steps. Reviewers will be allowed to flexibly implement the tool within their workflow, will not be restricted from performing independent review of the medical record to clarify tool output when necessary, and will retain final authority regarding all CLABSI determinations for event reporting. |
The intervention involves implementation of a generative artificial intelligence (AI) tool that operationalizes the CDC National Healthcare Safety Network definition for central line-associated bloodstream infections (CLABSI) to support CLABSI surveillance. The tool reviews the medical record to confirm the presence and duration of a central line, identify competing or secondary sources of infection, exclude commensal organisms and bloodstream infections due to mucosal barrier injury, and provide supporting quotations from the medical record. |
|
No Intervention: Standard CLABSI surveillance
Infection preventionists at participating VA medical centers will use their pre-intervention approach to surveillance for central line-associated bloodstream infections (CLABSI), which involves manual review of the medical record and reporting per the CDC National Healthcare Safety Network CLABSI definition. |
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Time per bacteremia case review
Time Frame: At completion of each bacteremia case review performed during the study period beginning 1 month prior to implementation until 6 months post-implementation.
|
Time in elapsed minutes captured automatically by start and end time of the per-case review form. Assessed at time of completion of the bacteremia case review. |
At completion of each bacteremia case review performed during the study period beginning 1 month prior to implementation until 6 months post-implementation.
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Difficulty of bacteremia case review
Time Frame: At completion of each bacteremia case review performed during the study period beginning 1 month prior to implementation until 6 months post-implementation.
|
Measured using the Single Ease Question, a validated single-item 7-level scale. |
At completion of each bacteremia case review performed during the study period beginning 1 month prior to implementation until 6 months post-implementation.
|
|
Objectivity of case review
Time Frame: At completion of each bacteremia case review performed during the study period beginning 1 month prior to implementation until 6 months post-implementation.
|
Measured using a question on the case review form ("How objective is the case to review? (1=not at all objective to 7=very objective)"). |
At completion of each bacteremia case review performed during the study period beginning 1 month prior to implementation until 6 months post-implementation.
|
|
Reviewer confidence in case review
Time Frame: At completion of each bacteremia case review performed during the study period beginning 1 month prior to implementation until 6 months post-implementation.
|
Measured using a question on the case review form ("How confident are you with your review of this case? (1=not confident to 7=very confident)"). |
At completion of each bacteremia case review performed during the study period beginning 1 month prior to implementation until 6 months post-implementation.
|
|
Infection preventionist-identified safety problems
Time Frame: Assessed monthly during each facility's 6-month post-implementation period
|
Reported using a binary question (yes/no) on the monthly survey administered to all sites during the post-implementation period. |
Assessed monthly during each facility's 6-month post-implementation period
|
|
Infection preventionist-identified direct patient harm
Time Frame: Assessed monthly during each facility's 6-month post-implementation period
|
Reported using a binary question (yes/no) on the monthly survey administered to all sites during the post-implementation period. |
Assessed monthly during each facility's 6-month post-implementation period
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Principal Investigator: Daniel J Morgan, MD, MS, University of Maryland, Baltimore
Study record dates
Study Major Dates
Study Start (Estimated)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- HP-00120271
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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