Development and Validation of a Risk Model to Predict Intraoperative Blood Transfusion

In this prognostic study of surgical patients, the Transfusion Forecast Utility for Surgical Events (TRANSFUSE) model for predicting intraoperative pRBC transfusion was developed and validated. The instrument can be used independently of machine learning infrastructure availability to inform preoperative pRBC orders and to minimize waste of nontransfused red blood cell units.

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Publication Details

Journal
JAMA Network Open
Published
2025-04-17
DOI
https://doi.org/10.1001/jamanetworkopen.2025.5522
Citations
10
Primary Topic
Blood transfusion and management
Type
article
Field-Weighted Citation Impact
7.74
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Development and Validation of a Risk Model to Predict Intraoperative Blood Transfusion

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JAMA Network Open
Blood transfusion and management
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Development and Validation of a Risk Model to Predict Intraoperative Blood Transfusion

Ibraheem M. Karaye, Jonathan Leff, Milan Kinkhabwala, Felix Borngaesser, S. Forest, Maximilian S. Schaefer, Karuna Wongtangman, Tina Ramishvili, Michael E. Kiyatkin, Andrea U. Steinbicker, Se-Chan Kim, Lars Kaiser, Maíra I. Rudolph, Christopher W. Tam, Philipp Faßbender, Matthias Eikermann, Greta Muriel Eikermann, Annika Eyth, Shweta Garg, Ling Zhang, Béla‐Simon Paschold, Michael H. Karasick
article en
10 citations

Abstract

In this prognostic study of surgical patients, the Transfusion Forecast Utility for Surgical Events (TRANSFUSE) model for predicting intraoperative pRBC transfusion was developed and validated. The instrument can be used independently of machine learning infrastructure availability to inform preoperative pRBC orders and to minimize waste of nontransfused red blood cell units.

JAMA Network OpenVol. 8(4)
Carl von Ossietzky Universität Oldenburg (DE), Albert Einstein College of Medicine (US), Beth Israel Deaconess Medical Center (US), Siriraj Hospital (TH), Montefiore Medical Center (US), Harvard University (US), University of Cologne (DE), Mahidol University (TH), University Hospital Bonn (DE), Bronx High School of Science (US), Düsseldorf University Hospital (DE), Klinikum Oldenburg (DE), University Hospital Cologne (DE), Heinrich Heine University Düsseldorf (DE), University of Duisburg-Essen (DE)
Openalex Percentile: Top 2%
Blood transfusion and management
7.74
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