AIMC Topic: Head Injuries, Closed

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Machine learning using random forest to differentiate between blow and fall situations of head trauma.

International journal of legal medicine Feb 22, 2025
Blunt head trauma is a common occurrence in forensic practice. Interpreting the origin of craniocerebral injuries can be a challenging process, particularly when it comes to distinguishing between falls or inflicted blows. The objective of this study...
Humans Machine Learning Female Aged Young Adult Adult Male Middle Aged Accidental Falls Adolescent Logistic Models Random Forest Skull Fractures Head Injuries, Closed
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A Novel Tool for Evaluation of Mild Traumatic Brain Injury Patients in the Emergency Department: Does Robotic Assessment of Neuromotor Performance Following Injury Predict the Presence of Postconcussion Symptoms at Follow-up?

Academic emergency medicine : official journal of the Society for Academic Emergency Medicine Mar 21, 2016
OBJECTIVES: Postconcussion symptoms (PCS) are a common complication of mild traumatic brain injury (TBI). Currently, there is no validated clinically available method to reliably predict at the time of injury who will subsequently develop PCS. The pu...
Humans Female Young Adult Adult Sensitivity and Specificity Male Middle Aged Urban Population Follow-Up Studies Brain Injuries Robotics Emergency Service, Hospital Observer Variation Diagnostic Techniques, Neurological Head Injuries, Closed Post-Concussion Syndrome
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Intelligent Recognition and Segmentation of Blunt Craniocerebral Injury CT Images Based on DeepLabV3+ Model.

Fa yi xue za zhi Oct 25, 2024
OBJECTIVES: To achieve intelligent recognition and segmentation of common craniocerebral injuries (hereinafter referred to as "segmentation") by training convolutional neural network DeepLabV3+ model based on CT images of blunt craniocerebral injury ...
Humans Neural Networks, Computer Tomography, X-Ray Computed Deep Learning Image Processing, Computer-Assisted Skull Fractures Forensic Medicine Craniocerebral Trauma Head Injuries, Closed Hematoma, Subdural Brain Contusion Hematoma, Epidural, Cranial
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