AIMC Topic: Injury Severity Score

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A statistically rigorous deep neural network approach to predict mortality in trauma patients admitted to the intensive care unit.

The journal of trauma and acute care surgery Oct 1, 2020
BACKGROUND: Trauma patients admitted to critical care are at high risk of mortality because of their injuries. Our aim was to develop a machine learning-based model to predict mortality using Fahad-Liaqat-Ahmad Intensive Machine (FLAIM) framework. We...
Male Middle Aged Sepsis ROC Curve Hospitalization Young Adult Adult Multivariate Analysis Injury Severity Score Organ Dysfunction Scores Wounds and Injuries Sodium Critical Care Proportional Hazards Models Neural Networks, Computer Machine Learning Prognosis Intensive Care Units Female Retrospective Studies Critical Illness Humans
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Validating clinical threshold values for a dashboard view of the compensatory reserve measurement for hemorrhage detection.

The journal of trauma and acute care surgery Aug 1, 2020
BACKGROUND: Compensatory reserve measurement (CRM) is a novel noninvasive monitoring technology designed to assess physiologic reserve using feature interrogation of arterial pulse waveforms. This study was conducted to validate clinically relevant C...
Risk Factors Adult Sensitivity and Specificity Male Humans Machine Learning Female ROC Curve Logistic Models Blood Transfusion Hemorrhage Middle Aged Hemodynamics User-Computer Interface Blood Volume Shock Data Display Injury Severity Score Vital Signs
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Artificial neural networks can predict trauma volume and acuity regardless of center size and geography: A multicenter study.

The journal of trauma and acute care surgery Jul 1, 2019
BACKGROUND: Trauma has long been considered unpredictable. Artificial neural networks (ANN) have recently shown the ability to predict admission volume, acuity, and operative needs at a single trauma center with very high reliability. This model has ...
Neural Networks, Computer United States Bayes Theorem Trauma Centers Geography, Medical Injury Severity Score Wounds and Injuries Humans
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Artificial intelligence can predict daily trauma volume and average acuity.

The journal of trauma and acute care surgery Aug 1, 2018
BACKGROUND: The goal of this study was to integrate temporal and weather data in order to create an artificial neural network (ANN) to predict trauma volume, the number of emergent operative cases, and average daily acuity at a Level I trauma center.
Tennessee Humans Trauma Centers Emergency Service, Hospital Neural Networks, Computer Injury Severity Score Male Wounds and Injuries Predictive Value of Tests Databases, Factual Female
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Using Robotics to Quantify Impairments in Sensorimotor Ability, Visuospatial Attention, Working Memory, and Executive Function After Traumatic Brain Injury.

The Journal of head trauma rehabilitation Jan 1, 2018
OBJECTIVE: To investigate the use of a robotic assessment tool to quantify sensorimotor, visuospatial attention, and executive function impairments in individuals with traumatic brain injury (TBI).
Male Middle Aged Canada Robotics Disability Evaluation Follow-Up Studies Brain Injuries, Traumatic Prospective Studies Female Adult Glasgow Coma Scale Humans Injury Severity Score Memory, Short-Term Psychomotor Disorders Motor Skills Attention Executive Function Psychomotor Performance
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Cell Free DNA and Procalcitonin as Early Markers of Complications in ICU Patients with Multiple Trauma and Major Surgery.

Clinical laboratory Dec 1, 2016
BACKGROUND: Cell free DNA (cfDNA) was recently suggested as a new marker of sepsis and poor outcome in ICU patients. Procalcitonin has also been the focus of attention as an early marker for systemic inflammation and sepsis.
Organ Dysfunction Scores Calcitonin Cell-Free Nucleic Acids Multiple Trauma Risk Factors Predictive Value of Tests Intensive Care Units Adult C-Reactive Protein Time Factors Early Diagnosis Length of Stay Female Humans Male Hospital Mortality Reproducibility of Results Sepsis Area Under Curve Biomarkers Middle Aged Surgical Procedures, Operative ROC Curve Postoperative Complications Lactic Acid Prognosis DNA Injury Severity Score
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