Machine learning applied to registry data: development of a patient-specific prediction model for blood transfusion requirements during craniofacial surgery using the …
A Jalali, H Lonsdale, LV Zamora… - Anesthesia & …, 2021 - journals.lww.com
Background: Craniosynostosis is the premature fusion of≥ 1 cranial sutures and often
requires surgical intervention. Surgery may involve extensive osteotomies, which can lead to …
requires surgical intervention. Surgery may involve extensive osteotomies, which can lead to …
Intraoperative optimization to decrease postoperative PRBC transfusion in children undergoing craniofacial reconstruction
TT Nguyen, HV Lam, M Phillips, C Edwards… - Pediatric …, 2015 - Wiley Online Library
Background Craniofacial reconstructive surgery for craniosynostosis is associated with large
blood loss and intraoperative transfusion. This blood loss may continue through the initial …
blood loss and intraoperative transfusion. This blood loss may continue through the initial …
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 …
Use of blood-sparing surgical techniques and transfusion algorithms: association with decreased blood administration in children undergoing primary open …
TT Nguyen, S Hill, TM Austin, GM Whitney… - Journal of …, 2015 - thejns.org
OBJECT Craniofacial reconstruction surgery (CFR) is often associated with significant blood
loss, coagulopathy, and perioperative blood transfusion. Due to transfusion risks, many …
loss, coagulopathy, and perioperative blood transfusion. Due to transfusion risks, many …
[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 …
[HTML][HTML] Development and validation of a prediction tool for intraoperative blood transfusion in brain tumor resection surgery: a retrospective analysis
S Xiao, F Jiang, Y Chen, X Gong - Scientific Reports, 2023 - nature.com
Early identification of a patient with a high risk of blood transfusion during brain tumor
resection surgery is difficult but critical for implementing preoperative blood-saving …
resection surgery is difficult but critical for implementing preoperative blood-saving …
Machine learning based prediction of perioperative blood loss in orthognathic surgery
R Stehrer, L Hingsammer, C Staudigl, S Hunger… - Journal of Cranio …, 2019 - Elsevier
The aim of this study was to evaluate, if and with what accuracy perioperative blood loss can
be calculated by a machine learning algorithm prior to orthognathic surgery. The …
be calculated by a machine learning algorithm prior to orthognathic surgery. The …
Multivariable predictors of substantial blood loss in children undergoing craniosynostosis repair: implications for risk stratification
PM Meier, D Zurakowski, SM Goobie… - Pediatric …, 2016 - Wiley Online Library
Background Operative treatment of craniosynostosis is associated with substantial blood
loss, often requiring transfusion of packed red blood cells (PRBC) and coagulation products …
loss, often requiring transfusion of packed red blood cells (PRBC) and coagulation products …
Factors influencing blood loss and allogeneic blood transfusion practice in craniosynostosis surgery
A van Uitert, JHAM Megens, CC Breugem… - Pediatric …, 2011 - Wiley Online Library
Summary Objective/Aims: To identify factors influencing perioperative blood loss and
transfusion practice in craniosynostotic corrections. Background: Craniosynostotic …
transfusion practice in craniosynostotic corrections. Background: Craniosynostotic …
Does receiving a blood transfusion predict for length of stay in children undergoing cranial vault remodeling for craniosynostosis? Outcomes using the Pediatric …
MR Markiewicz, T Alden, MV Momin, AB Olsson… - Journal of Oral and …, 2017 - Elsevier
Purpose Recent interventions have aimed at reducing the need for blood transfusions in the
perioperative period in patients with craniosynostosis undergoing cranial vault remodeling …
perioperative period in patients with craniosynostosis undergoing cranial vault remodeling …
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