Predictive Monitoring - IMPact in Acute Care Cardiology Trial (PM-IMPACCT)
Hypothesis: display of predictive analytics monitoring on acute care cardiology wards improves patient outcomes and is cost-effective to the health system.
The investigators have developed and validated computational models for predicting key outcomes in adults, and a useful display has been developed, implemented and iteratively optimized. These models estimate risk of imminent patient deterioration using trends in vital signs, labs and cardiorespiratory dynamics derived from readily available continuous bedside monitoring. They are presented on LCD monitors using software called CoMET (Continuous Monitoring of Event Trajectories; AMP3D, Advanced Medical Predictive Devices, Diagnostics, and Displays, Charlottesville, VA)
To test the impact on patient outcomes, the investigators propose a 22-month cluster-randomized control trial on the 4th floor of UVa Hospital, a medical-surgical floor for cardiology and cardiovascular surgery patients. Clinicians will receive standard CoMET device training. Three- to five-bed clusters will be randomized to intervention (predictive display plus standard monitoring) or control (standard monitoring alone) for two months at a time. In addition, risk scores for patients in the intervention clusters will be presented daily during rounds to members of the care team of physicians, residents, nurses, and other clinicians. Data on outcomes will be statistically compared between intervention and control clusters.
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Actual)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Locations
-
-
Virginia
-
Charlottesville, Virginia, United States, 22908
- University of Virginia Health System
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Child
- Adult
- Older Adult
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- Assigned for clinical purposes to a beds which is part of a randomized cluster
Exclusion Criteria:
- none
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Prevention
- Allocation: Randomized
- Interventional Model: Parallel Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: CoMET Display
Display of Continuous Monitoring of Event Trajectories (CoMET) predictive monitoring score, with standard CoMET device training.Risk scores will also be presented daily during rounds to members of the care team.
|
Display and presentation of predictive monitoring score CoMET
|
|
No Intervention: No Display
Standard CoMET device training but no display or presentation of predictive monitoring score.
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Hours free of events of clinical deterioration
Time Frame: within 21 days of the admission
|
(1) The number of hours free of acute clinical events within 21 day of admission. Hours of acute clinical events are defined as time when one or more of the following occur:
A maximum score will be 21 event-free days (504 hours). Patients who are discharged from the hospital prior to 21 days without an event will be counted as having 21 event-free days. Patients who die during the admission will be counted as having 0 event-free days. Patients will be censored (with no event observed) at the time of non-emergent ICU transfer, surgery transfer, or other transfer. |
within 21 days of the admission
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Hours to proactive clinical response
Time Frame: through study completion, on average one week
|
We will use a Kaplan Meier or Cox Proportional Hazard Curve to determine differences in response time between display and control.
|
through study completion, on average one week
|
|
Subgroup secondary outcome: post-ICU transfer event-free survival
Time Frame: through study completion, on average one week
|
A subgroup secondary outcome will be a Kaplan Meier or Cox Proportional Hazard curve showing post-ICU transfer, event-free survival, hours free of the following events:
|
through study completion, on average one week
|
|
Proportion of Emergent ICU transfer at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients experiencing emergent ICU transfer (emergent defined as urgent, unplanned) at any point in the hospital stay after admission to the fourth floor:
|
through study completion, on average one week
|
|
Proportion of emergent intubation at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients experiencing emergent intubation (emergent is defined by clinician's notes as a non-planned procedure) at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportion of 3 units or more of blood ordered in 24 hours at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients with 3 units or more of blood ordered in 24 hours at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportion of IV inotropes or pressors at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients receiving IV inotropes or pressors at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportions of Shock requiring inotropes or pressors at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportions of patients with shock requiring inotropes or pressors at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportion of Sepsis 2 criteria at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients meeting Sepsis 2 criteria at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportion of septic shock at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients with septic shock requiring inotropes or pressors (defined by a combination of Outcome 8 and 9) at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportion of Cardiac arrest at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients experiencing cardiac arrest at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportion of death at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients experiencing death at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportion of Congestive heart failure at any point in the hospital stay
Time Frame: through study completion, on average one week
|
Proportion of patients receiving diuretic drip indicating Congestive Heart Failure escalation at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Proportion of Inotropes or pressors for refractory heart failure at any point in the hospital
Time Frame: through study completion, on average one week
|
Proportion patients receiving inotropes or pressors for refractory heart failure at any point in the hospital stay after admission to the fourth floor
|
through study completion, on average one week
|
|
Hospital length of stay
Time Frame: through study completion, on average one week
|
Hospital length of stay
|
through study completion, on average one week
|
|
Length of stay on floor
Time Frame: through study completion, on average one week
|
In patients who are never transferred to the ICU, the length of stay on the floor.
|
through study completion, on average one week
|
|
ICU length of stay
Time Frame: through study completion, on average one week
|
ICU length of stay
|
through study completion, on average one week
|
|
Hospital readmission
Time Frame: within 72 hours post-discharge
|
Readmission to hospital within 72 hours post-discharge
|
within 72 hours post-discharge
|
|
Shock in sepsis
Time Frame: through study completion, on average one week
|
In patients who meet the Sepsis 2 criteria, the proportion of Shock, i.e.
Hypotension requiring inotropes or pressors
|
through study completion, on average one week
|
|
Death in sepsis
Time Frame: through study completion, on average one week
|
In patients who meet the Sepsis 2 criteria, the proportion of death
|
through study completion, on average one week
|
|
Cost of Care
Time Frame: through study completion, on average one week
|
Observed:Expected ratio
|
through study completion, on average one week
|
|
Number of days on IV antibiotics
Time Frame: through study completion, on average one week
|
Number of days on IV antibiotics
|
through study completion, on average one week
|
|
duration of mechanical intubation
Time Frame: through study completion, on average one week
|
Total duration of mechanical intubation (emergent and non-emergent)
|
through study completion, on average one week
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Principal Investigator: Jamieson M Bourque, MD, University of Virginia Health System
Publications and helpful links
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Actual)
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
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- 22196 (London School of Hygiene and Tropical Medicine)
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
product manufactured in and exported from the U.S.
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