Use of brain biomechanical models for monitoring impact exposure in contact sports
Head acceleration measurement sensors are now widely deployed in the field to monitor
head kinematic exposure in contact sports. The wealth of impact kinematics data provides …
head kinematic exposure in contact sports. The wealth of impact kinematics data provides …
Translational models of mild traumatic brain injury tissue biomechanics
Traumatic brain injury (TBI) is a global health concern. Mild TBI (mTBI) which accounts for
the majority of TBI cases, is hard to detect since often the imaging is normal but can still …
the majority of TBI cases, is hard to detect since often the imaging is normal but can still …
Identifying Factors Associated with Head Impact Kinematics and Brain Strain in High School American Football via Instrumented Mouthguards
Repeated head impact exposure and concussions are common in American football.
Identifying the factors associated with high magnitude impacts aids in informing sport policy …
Identifying the factors associated with high magnitude impacts aids in informing sport policy …
Rapid estimation of entire brain strain using deep learning models
Objective: Many recent studies suggest that brain deformation resulting from head impacts
are linked to the corresponding clinical outcome, such as mild traumatic brain injury (mTBI) …
are linked to the corresponding clinical outcome, such as mild traumatic brain injury (mTBI) …
Consensus head acceleration measurement practices (CHAMP): laboratory validation of wearable head kinematic devices
Wearable devices are increasingly used to measure real-world head impacts and study
brain injury mechanisms. These devices must undergo validation testing to ensure they …
brain injury mechanisms. These devices must undergo validation testing to ensure they …
The relationship between brain injury criteria and brain strain across different types of head impacts can be different
Multiple brain injury criteria (BIC) are developed to quickly quantify brain injury risks after
head impacts. These BIC originated from different head impact types (eg sports and car …
head impacts. These BIC originated from different head impact types (eg sports and car …
Predictive factors of kinematics in traumatic brain injury from head impacts based on statistical interpretation
Brain tissue deformation resulting from head impacts is primarily caused by rotation and can
lead to traumatic brain injury. To quantify brain injury risk based on measurements of …
lead to traumatic brain injury. To quantify brain injury risk based on measurements of …
Brain deformation estimation with transfer learning for head impact datasets across impact types
Objective: The machine-learning head model (MLHM) to accelerate the calculation of brain
strain and strain rate, which are the predictors for traumatic brain injury (TBI), but the model …
strain and strain rate, which are the predictors for traumatic brain injury (TBI), but the model …
A morphologically individualized deep learning brain injury model
The brain injury modeling community has recommended improving model subject specificity
and simulation efficiency. Here, we extend an instantaneous (< 1 sec) convolutional neural …
and simulation efficiency. Here, we extend an instantaneous (< 1 sec) convolutional neural …
A sensor-enabled cloud-based computing platform for computational brain biomechanics
RR Menghani, A Das, RH Kraft - Computer Methods and Programs in …, 2023 - Elsevier
Abstract Background and Objectives Driven by the risk of repetitive head trauma, sensors
have been integrated into mouthguards to measure head impacts in contact sports and …
have been integrated into mouthguards to measure head impacts in contact sports and …