AIMC Topic: Blood Transfusion

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Transfusion after total knee arthroplasty can be predicted using the machine learning algorithm.

Knee surgery, sports traumatology, arthroscopy : official journal of the ESSKA Jun 28, 2019
PURPOSE: A blood transfusion after total knee arthroplasty (TKA) is associated with an increase in complication and infection rates. However, no studies have been conducted to predict transfusion after TKA using a machine learning algorithm. The purp...
Humans Machine Learning Algorithms Retrospective Studies Female Aged Blood Transfusion Area Under Curve Hemoglobins Tranexamic Acid Arthroplasty, Replacement, Knee Platelet Count Adult Male Middle Aged Risk Assessment ROC Curve
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Dynamic multi-outcome prediction after injury: Applying adaptive machine learning for precision medicine in trauma.

PloS one Apr 10, 2019
OBJECTIVE: Machine learning techniques have demonstrated superior discrimination compared to conventional statistical approaches in predicting trauma death. The objective of this study is to evaluate whether machine learning algorithms can be used to...
Clinical Decision-Making Female Adult Male Middle Aged Risk Assessment Humans Machine Learning Decision Support Techniques Prospective Studies Prognosis Models, Biological Time Factors Venous Thromboembolism ROC Curve Wounds and Injuries Blood Transfusion Respiratory Distress Syndrome Multiple Organ Failure
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Using Machine Learning to Identify Change in Surgical Decision Making in Current Use of Damage Control Laparotomy.

Journal of the American College of Surgeons Jan 9, 2019
BACKGROUND: In an earlier study, we reported the successful reduction in the use of damage control laparotomy (DCL); however, no change in the relative frequencies of specific indications was observed. In this study, we aimed to use machine learning ...
Patient Selection Quality Improvement Laparotomy Abdominal Injuries Trauma Severity Indices Humans Algorithms Adult Machine Learning Retrospective Studies Sensitivity and Specificity Clinical Decision-Making Male Female Middle Aged Young Adult Blood Transfusion Blood Pressure
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Total Knee Arthroplasty Is Safe and Successful in Patients With Klippel-Trénaunay Syndrome.

The Journal of arthroplasty Dec 22, 2018
BACKGROUND: Klippel-Trénaunay syndrome (KTS) is a severe vascular malformation that can lead to hypertrophic osteoarthritis. Total knee arthroplasty (TKA) performed in extremities affected with KTS is challenging given the high-risk vascular consider...
Knee Joint Hemorrhage Tranexamic Acid Range of Motion, Articular Postoperative Period Young Adult Humans Arthroplasty, Replacement, Knee Klippel-Trenaunay-Weber Syndrome Adult Tibia Female Reoperation Male Aged Middle Aged Blood Transfusion
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Defining Massive Transfusion in Civilian Pediatric Trauma With Traumatic Brain Injury.

The Journal of surgical research Dec 4, 2018
The purpose of this study was to identify an optimal definition of massive transfusion in civilian pediatric trauma with severe traumatic brain injury (TBI) METHODS: Severely injured children (age ≤18 y) with severe TBI in the Trauma Quality Improvem...
Risk Assessment Humans Survival Analysis Blood Transfusion Hemorrhage Retrospective Studies Adolescent Brain Injuries, Traumatic Injury Severity Score Female Time Factors Predictive Value of Tests Child, Preschool Sensitivity and Specificity Registries Child Male Patient Selection
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Laparoscopic liver hanging maneuver through the retrohepatic tunnel on the right side of the inferior vena cava combined with a simple vascular occlusion technique for laparoscopic right hemihepatectomy.

Surgical endoscopy Dec 21, 2017
BACKGROUND: Laparoscopic hepatectomy has been performed in many hospitals, with the development of the laparoscopic operation technique. However, performing complex laparoscopic hepatectomy, such as right hemihepatectomy, is still a challenge. The ai...
Humans Retrospective Studies Female Aged Adult Male Middle Aged Length of Stay Liver Neoplasms Carcinoma, Hepatocellular Bile Duct Neoplasms Blood Loss, Surgical Cholangiocarcinoma Blood Transfusion Hemostasis, Surgical Operative Time Vena Cava, Inferior Laparoscopy Hepatectomy
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Safety of a High-Dose Tranexamic Acid Protocol in Complex Adult Spinal Deformity: Analysis of 100 Consecutive Cases.

Spine deformity Nov 2, 2017
STUDY DESIGN: Retrospective review of high-dose tranexamic acid (TXA) use in consecutive patients.
Administration, Intravenous Spine Female Osteotomy Aged Safety Adult Tranexamic Acid Male Antifibrinolytic Agents Humans Middle Aged Operative Blood Salvage Treatment Outcome Retrospective Studies Blood Loss, Surgical Blood Transfusion Operative Time Spinal Fusion
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New Dandelion Algorithm Optimizes Extreme Learning Machine for Biomedical Classification Problems.

Computational intelligence and neuroscience Sep 11, 2017
Inspired by the behavior of dandelion sowing, a new novel swarm intelligence algorithm, namely, dandelion algorithm (DA), is proposed for global optimization of complex functions in this paper. In DA, the dandelion population will be divided into two...
Visual Perception Taraxacum Blood Transfusion Electroencephalography Heart Heart Diseases Tomography, Emission-Computed, Single-Photon Humans Neural Networks, Computer Machine Learning Brain Computer Simulation
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Artificial Neural Network System to Predict the Postoperative Outcome of Percutaneous Nephrolithotomy.

Journal of endourology Mar 13, 2017
PURPOSE: To construct, train, and apply an artificial neural network (ANN) system for prediction of different outcome variables of percutaneous nephrolithotomy (PCNL). We calculated predictive accuracy, sensitivity, and precision for each outcome var...
Data Mining Postoperative Period Kidney Calculi Nephrolithotomy, Percutaneous Nephrostomy, Percutaneous Lithotripsy Male Middle Aged Treatment Outcome Blood Transfusion Models, Statistical Humans Neural Networks, Computer Machine Learning Software Prospective Studies Tomography, X-Ray Computed Female Reproducibility of Results Adult
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Predicting Prolonged Stay in the ICU Attributable to Bleeding in Patients Offered Plasma Transfusion.

AMIA ... Annual Symposium proceedings. AMIA Symposium Feb 10, 2017
In blood transfusion studies, plasma transfusion (PPT) and bleeding are known to be associated with risk of prolonged ICU length of stay (ICU-LOS). However, as patients can show significant heterogeneity in response to a treatment, there might exists...
Intensive Care Units Female Aged Middle Aged Humans Aged, 80 and over Length of Stay Male Machine Learning Blood Transfusion Regression Analysis Hemorrhage Risk
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