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Machine Learning and Artificial Intelligence Algorithms to Optimize the Performance and Delivery of Acute Dialysis
Sponsor: University of Alberta
Summary
SMART DIALYSIS - Scaling Machine Learning and Artificial Intelligence AlgoRithms to OpTimize the Performance and Delivery of Acute DIALYSIS. Hypothesis: Can the investigators develop and implement Machine Learning and Artificial Intelligence Algorithms into Clinical Information Systems to Optimize the Prescription, Delivery, and Performance of Acute Dialysis? Objective(s): 1. Identify variables surrounding identified Key Performance Indicators that may be used by Machine Learning and Artificial Intelligence algorithms to optimize the prescription and performance of acute dialysis. 2. Develop Machine Learning and Artificial Intelligence algorithms to help guide the prescription and delivery of acute dialysis in the development of Clinical Decision Support tools and Best Practice Advisories and create a ML/AI Augmented SMART DIALYSIS Digital Dashboard. 3. Implement and evaluate the performance of the developed Machine Learning and Artificial Intelligence algorithms on patient-centered and health economic outcomes. 4. Validate and benchmark the performance of the evaluated Machine Learning and Artificial Intelligence algorithms across multiple jurisdictions.
Official title: SMART DIALYSIS - Scaling Machine Learning and Artificial Intelligence AlgoRithms to OpTimize the Performance and Delivery of Acute DIALYSIS.
Key Details
Gender
All
Age Range
Any - Any
Study Type
OBSERVATIONAL
Enrollment
7500
Start Date
2026-10-01
Completion Date
2031-06-30
Last Updated
2026-09-24
Healthy Volunteers
No
Interventions
intermittent OR continuous renal replacement therapies
We will include any critically ill patient admitted to an intensive care unit requiring acute dialysis.
Locations (15)
Peter Lougheed Center
Calgary, Alberta, Canada
Foothills Medical Center
Calgary, Alberta, Canada
Rockyview General Hospital
Calgary, Alberta, Canada
South Health Campus
Calgary, Alberta, Canada
Royal Alexandra Hospital
Edmonton, Alberta, Canada
Misericordia Community Hospital
Edmonton, Alberta, Canada
Mazankowski Heart Institute
Edmonton, Alberta, Canada
University of Alberta Hospital
Edmonton, Alberta, Canada
Grey Nuns Community Hospital
Edmonton, Alberta, Canada
Northern Lights Regional Hospital.
Fort McMurray, Alberta, Canada
Grand Prairie Regional Hospital
Grand Prairie, Alberta, Canada
Chinook Regional Hospital
Lethbridge, Alberta, Canada
Medicine Hat Regional Hospital
Medicine Hat, Alberta, Canada
Red Deer Regional Hospital
Red Deer, Alberta, Canada
Sturgeon Community Hospital
St. Albert, Alberta, Canada