AIMC Topic: Abbreviated Injury Scale

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Comparison of deep learning approaches to estimate injury severity from the International Classification of Diseases codes.

Traffic injury prevention Nov 1, 2024
OBJECTIVE: The injury severity classification based on the Abbreviated Injury Scale (AIS) provides information that allows for standardized comparisons for injury research. However, the majority of injury data is captured using the International Clas...
Humans Databases, Factual Female Adult Male Middle Aged Deep Learning United States International Classification of Diseases Injury Severity Score Wounds and Injuries Abbreviated Injury Scale
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Development of practical triage methods for critical trauma patients: machine-learning algorithm for evaluating hybrid operation theatre entry of trauma patients (THETA).

European journal of trauma and emergency surgery : official publication of the European Trauma Society May 26, 2022
PURPOSE: Hybrid operating rooms benefit patients with severe trauma but have a prerequisite of significant resources. This paper proposes a practical triage method to determine patients that should enter the hybrid operating room considering a limite...
Humans Machine Learning Algorithms Prospective Studies Triage Abbreviated Injury Scale
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Mortality prediction in patients with isolated moderate and severe traumatic brain injury using machine learning models.

PloS one Nov 9, 2018
BACKGROUND: The purpose of this study was to build a model of machine learning (ML) for the prediction of mortality in patients with isolated moderate and severe traumatic brain injury (TBI).
Humans Neural Networks, Computer Machine Learning Female Aged Aged, 80 and over Young Adult Adult Male Middle Aged ROC Curve Logistic Models Support Vector Machine Brain Injuries, Traumatic Decision Trees Taiwan Predictive Value of Tests Bayes Theorem Abbreviated Injury Scale
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Application of the Bidirectional Encoder Representations from Transformers Model for Predicting the Abbreviated Injury Scale in Patients with Trauma: Algorithm Development and Validation Study.

JMIR formative research May 29, 2025
BACKGROUND: Deaths related to physical trauma impose a heavy burden on society, and the Abbreviated Injury Scale (AIS) is an important tool for injury research. AIS covers injuries to various parts of the human body and scores them based on the sever...
Humans Algorithms Female Reproducibility of Results Adult Male Middle Aged Deep Learning Wounds and Injuries Abbreviated Injury Scale
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