AIMC Topic: Malformations of Cortical Development, Group I

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A deep-learning-based histopathology classifier for focal cortical dysplasia (FCD) unravels a complex scenario of comorbid FCD subtypes.

Epilepsia Oct 23, 2024
OBJECTIVE: Recently, we developed a first artificial intelligence (AI)-based digital pathology classifier for focal cortical dysplasia (FCD) as defined by the ILAE classification. Herein, we tested the usefulness of the classifier in a retrospective ...
Artificial Intelligence Retrospective Studies Humans Child, Preschool Child Adolescent Malformations of Cortical Development, Group I Focal Cortical Dysplasia Malformations of Cortical Development Epilepsy Male Deep Learning Middle Aged Young Adult Adult Female
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Same same but different: A Web-based deep learning application revealed classifying features for the histopathologic distinction of cortical malformations.

Epilepsia Feb 20, 2020
OBJECTIVE: The microscopic review of hematoxylin-eosin-stained images of focal cortical dysplasia type IIb and cortical tuber of tuberous sclerosis complex remains challenging. Both entities are distinct subtypes of human malformations of cortical de...
Neuropathology Tuberous Sclerosis Malformations of Cortical Development, Group I Neurons Proof of Concept Study Cerebral Cortex Epilepsy Internet Area Under Curve Diagnosis, Computer-Assisted Neural Networks, Computer Algorithms Reproducibility of Results ROC Curve Deep Learning Humans
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Automated detection of focal cortical dysplasia type II with surface-based magnetic resonance imaging postprocessing and machine learning.

Epilepsia Apr 10, 2018
OBJECTIVE: Focal cortical dysplasia (FCD) is a major pathology in patients undergoing surgical resection to treat pharmacoresistant epilepsy. Magnetic resonance imaging (MRI) postprocessing methods may provide essential help for detection of FCD. In ...
Epilepsy Malformations of Cortical Development, Group I Neuroimaging Male Female Magnetic Resonance Imaging Middle Aged Adult Machine Learning ROC Curve Sensitivity and Specificity Young Adult Area Under Curve Child, Preschool Brain Adolescent Child Humans
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