Status:
COMPLETED
Machine Learning Versus Traditional Scores in Predicting Erythrocyte Need
Lead Sponsor:
Kocaeli City Hospital
Conditions:
Erythrocyte Transfusion
Machine Learning
Eligibility:
All Genders
Brief Summary
In this study, we compared perioperative bleeding prediction scores with our machine learning-based prediction system in predicting the need for erythrocyte suspension during cardiovascular surgery.
Detailed Description
The success of ML algorithms in predicting perioperative blood product use in CABG remains an under-tested topic. Unnecessary preparation of blood products or not being able to supply them when necess...
Eligibility Criteria
Inclusion
- Data from patients who underwent isolated CABG surgeries in the cardiac and vascular surgery operating rooms between 01.01.2023 and 01.01.2024 were evaluated.
Exclusion
- Missing Data
- Emergency surgery
- İntraoperative mortality
Key Trial Info
Start Date :
February 22 2024
Trial Type :
OBSERVATIONAL
Allocation :
ACTUAL
End Date :
May 30 2024
Estimated Enrollment :
430 Patients enrolled
Trial Details
Trial ID
NCT06594484
Start Date
February 22 2024
End Date
May 30 2024
Last Update
September 19 2024
Active Locations (1)
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1
Kocaeli City Hospital
Kocaeli, Izmıt, Turkey (Türkiye), 41100