Decision tree-based modelling for identification of predictors of blood loss and transfusion requirement after adult spinal deformity surgery
T Raman, D Vasquez-Montes, C Varlotta… - International Journal of …, 2020 - ijssurgery.com
Background Multilevel fusions and complex osteotomies to restore global alignment in adult
spinal deformity (ASD) surgery can lead to increased operative time and blood loss. In this …
spinal deformity (ASD) surgery can lead to increased operative time and blood loss. In this …
Predictive modeling for blood transfusion after adult spinal deformity surgery: a tree-based machine learning approach
WM Durand, JM DePasse, AH Daniels - Spine, 2018 - journals.lww.com
Study Design. Retrospective cohort study. Objective. Blood transfusion is frequently
necessary after adult spinal deformity (ASD) surgery. We sought to develop predictive …
necessary after adult spinal deformity (ASD) surgery. We sought to develop predictive …
[HTML][HTML] An artificial neural network model for the prediction of perioperative blood transfusion in adult spinal deformity surgery
R De la Garza Ramos, MK Hamad, J Ryvlin… - Journal of Clinical …, 2022 - mdpi.com
Prediction of blood transfusion after adult spinal deformity (ASD) surgery can identify at-risk
patients and potentially reduce its utilization and the complications associated with it. The …
patients and potentially reduce its utilization and the complications associated with it. The …
Development and validation of a generalizable model for predicting major transfusion during spine fusion surgery
LM Carabini, C Zeeni, NC Moreland… - Journal of …, 2014 - journals.lww.com
Background: Surgery for posterior spine instrumentation often requires major transfusion.
The aim of this study was to develop and test the validity of a model for predicting …
The aim of this study was to develop and test the validity of a model for predicting …
Risk factors for perioperative blood transfusions in adult spinal deformity surgery
Objective Adult spinal deformity (ASD) surgery is associated with a high rate of perioperative
blood transfusions, and it is important to understand the risk factors for perioperative blood …
blood transfusions, and it is important to understand the risk factors for perioperative blood …
Determinants of perioperative transfusion risk in patients with adult spinal deformity
V Puvanesarajah, SS Rao, H Hassanzadeh… - … of Neurosurgery: Spine, 2018 - thejns.org
OBJECTIVE To determine predictors of perioperative allogeneic packed red blood cell
(pRBC) transfusion requirement (total units transfused) in patients with adult spinal deformity …
(pRBC) transfusion requirement (total units transfused) in patients with adult spinal deformity …
Outcomes surrounding perioperative transfusion rates and hemoglobin nadir values following complex spine surgery
JJ Perez, V Yanamadala, AK Wright, MA Bohl… - World neurosurgery, 2019 - Elsevier
Background Optimal transfusion thresholds have been extensively studied for various
surgical procedures; however, no transfusion threshold has been set for patients undergoing …
surgical procedures; however, no transfusion threshold has been set for patients undergoing …
Blood management and risk assessment for transfusion in pediatric spinal deformity surgery
P Fernandes, J Soares do Brito, I Flores… - Advances in …, 2020 - Wiley Online Library
Objectives. Evaluate the impact of a Quality and Safety Program (QSP) on the reduction of
blood loss and transfusion needs in pediatric spinal deformity surgery, while defining risk …
blood loss and transfusion needs in pediatric spinal deformity surgery, while defining risk …
Team management in complex posterior spinal surgery allows blood loss limitation
E Quarto, S Bourret, Y Rebollar, A Mannem… - International …, 2023 - Springer
Purpose The objective is to analyse peri-operative blood loss (BL) and hidden blood loss
(HBL) rates in spinal deformity complex cases surgery, with a focus on the strategies to …
(HBL) rates in spinal deformity complex cases surgery, with a focus on the strategies to …
Relationship between preoperative plasma fibrinogen concentration, perioperative bleeding, and transfusions in elective adult spinal deformity correction
MJ Geck, D Singh, H Gunn, JK Stokes, E Truumees - Spine Deformity, 2019 - Springer
Abstract Study Design Retrospective analysis. Objective This study sought to investigate the
relationship between preoperative (preop) fibrinogen, bleeding, and transfusion …
relationship between preoperative (preop) fibrinogen, bleeding, and transfusion …
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