AIMC Topic: Attention Deficit Disorder with Hyperactivity

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Siamese based deep neural network for ADHD detection using EEG signal.

Computers in biology and medicine Sep 9, 2024
BACKGROUND: Detecting Attention-Deficit/Hyperactivity Disorder (ADHD) in children is crucial for timely intervention and personalized treatment.
Attention Deficit Disorder with Hyperactivity Humans Neural Networks, Computer Child Brain Electroencephalography Signal Processing, Computer-Assisted Female Male Deep Learning Adolescent
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Deep Factor Learning for Accurate Brain Neuroimaging Data Analysis on Discrimination for Structural MRI and Functional MRI.

IEEE/ACM transactions on computational biology and bioinformatics Aug 8, 2024
Analysis of neuroimaging data (e.g., Magnetic Resonance Imaging, structural and functional MRI) plays an important role in monitoring brain dynamics and probing brain structures. Neuroimaging data are multi-featured and non-linear by nature, and it i...
Deep Learning Magnetic Resonance Imaging Parkinson Disease Image Interpretation, Computer-Assisted Neural Networks, Computer Algorithms Brain Neuroimaging Attention Deficit Disorder with Hyperactivity Humans
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Machine learning-enabled detection of attention-deficit/hyperactivity disorder with multimodal physiological data: a case-control study.

BMC psychiatry Aug 5, 2024
BACKGROUND: Attention-Deficit/Hyperactivity Disorder (ADHD) is a multifaceted neurodevelopmental psychiatric condition that typically emerges during childhood but often persists into adulthood, significantly impacting individuals' functioning, relati...
Female Young Adult Adult Sensitivity and Specificity Humans Machine Learning Stroop Test Male Support Vector Machine Case-Control Studies Heart Rate Wearable Electronic Devices Attention Deficit Disorder with Hyperactivity Galvanic Skin Response
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The Use of fMRI Regional Analysis to Automatically Detect ADHD Through a 3D CNN-Based Approach.

Journal of imaging informatics in medicine Jul 19, 2024
Attention deficit hyperactivity disorder (ADHD) is a neurodevelopmental disorder characterized by a reduced attention span, hyperactivity, and impulsive behaviors, which typically manifest during childhood. This study employs functional magnetic reso...
Deep Learning Adolescent Child Imaging, Three-Dimensional Magnetic Resonance Imaging Attention Deficit Disorder with Hyperactivity Databases, Factual Brain Female Male Humans Neural Networks, Computer
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Attention-Like Multimodality Fusion With Data Augmentation for Diagnosis of Mental Disorders Using MRI.

IEEE transactions on neural networks and learning systems Jun 3, 2024
The globally rising prevalence of mental disorders leads to shortfalls in timely diagnosis and therapy to reduce patients' suffering. Facing such an urgent public health problem, professional efforts based on symptom criteria are seriously overstretc...
Humans Attention Deficit Disorder with Hyperactivity Adult Male Magnetic Resonance Imaging Multimodal Imaging Autism Spectrum Disorder Schizophrenia Brain Attention Neural Networks, Computer Female Image Interpretation, Computer-Assisted Algorithms Young Adult Neuroimaging Mental Disorders
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Machine-learning-based feature selection to identify attention-deficit hyperactivity disorder using whole-brain white matter microstructure: A longitudinal study.

Asian journal of psychiatry May 20, 2024
BACKGROUND: We aimed to identify important features of white matter microstructures collectively distinguishing individuals with attention-deficit/hyperactivity disorder (ADHD) from those without ADHD using a machine-learning approach.
White Matter Diffusion Tensor Imaging Attention Deficit Disorder with Hyperactivity Male Humans Adolescent Machine Learning Child Female Longitudinal Studies
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ADHD classification with cross-dataset feature selection for biomarker consistency detection.

Journal of neural engineering May 16, 2024
Attention deficit hyperactivity disorder (ADHD) is a prevalent neurodevelopmental disorder in children. While numerous intelligent methods are applied for its subjective diagnosis, they seldom consider the consistency problem of ADHD biomarkers. In p...
Female Reproducibility of Results Male Child Support Vector Machine Connectome Attention Deficit Disorder with Hyperactivity Humans Databases, Factual Biomarkers Brain
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Identifying ADHD-Related Abnormal Functional Connectivity with a Graph Convolutional Neural Network.

Neural plasticity Apr 30, 2024
Attention deficit hyperactivity disorder (ADHD) is a common neurodevelopmental disorder that is characterized by inattention, hyperactivity, and impulsivity. The neural mechanisms underlying ADHD remain inadequately understood, and current approaches...
Attention Deficit Disorder with Hyperactivity Adolescent Brain Mapping Female Child Humans Young Adult Attention Magnetic Resonance Imaging Neural Networks, Computer Adult Neural Pathways Male Brain Nerve Net
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Prediction of attention deficit hyperactivity disorder based on explainable artificial intelligence.

Applied neuropsychology. Child Apr 9, 2024
Accurate assessment of Attention Deficit Hyperactivity Disorder (ADHD) is crucial for the effective treatment of affected individuals. Traditionally, psychometric tests such as the WISC-IV have been utilized to gather evidence and identify patterns o...
Humans Artificial Intelligence Machine Learning Adolescent Child Spain Attention Deficit Disorder with Hyperactivity Algorithms Female Sensitivity and Specificity Male
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Structural or/and functional MRI-based machine learning techniques for attention-deficit/hyperactivity disorder diagnosis: A systematic review and meta-analysis.

Journal of affective disorders Apr 3, 2024
BACKGROUND: The aim of this study was to investigate the diagnostic value of ML techniques based on sMRI or/and fMRI for ADHD.
Brain Sensitivity and Specificity Child Magnetic Resonance Imaging Humans Machine Learning Attention Deficit Disorder with Hyperactivity
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