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Attention Deficit Disorder with Hyperactivity

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Heterogeneity of executive function revealed by a functional random forest approach across ADHD and ASD.

NeuroImage. Clinical Jan 1, 2020
BACKGROUND: Those with autism spectrum disorder (ASD) and/or attention-deficit-hyperactivity disorder (ADHD) exhibit symptoms of hyperactivity and inattention, causing significant hardships for families and society. A potential mechanism involved in ...
Executive Function Child Magnetic Resonance Imaging Attention Deficit Disorder with Hyperactivity Humans Machine Learning Autism Spectrum Disorder Brain Female Male Adolescent
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Multimodal neuroimaging-based prediction of adult outcomes in childhood-onset ADHD using ensemble learning techniques.

NeuroImage. Clinical Jan 1, 2020
Attention-deficit/hyperactivity disorder (ADHD) is a highly prevalent and heterogeneous neurodevelopmental disorder, which is diagnosed using subjective symptom reports. Machine learning classifiers have been utilized to assist in the development of ...
Humans Machine Learning Female Brain Mapping Adult Multimodal Imaging Male Image Interpretation, Computer-Assisted Child Attention Deficit Disorder with Hyperactivity Magnetic Resonance Imaging
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Use of deep learning to detect personalized spatial-frequency abnormalities in EEGs of children with ADHD.

Journal of neural engineering Nov 19, 2019
OBJECTIVE: Attention-deficit/hyperactivity disorder (ADHD) is one of the most prevalent neurobehavioral disorders. Studies have tried to find the neural correlations of ADHD with electroencephalography (EEG). Due to the heterogeneity in the ADHD popu...
Humans Attention Deficit Disorder with Hyperactivity Male Deep Learning Neural Networks, Computer Child Precision Medicine Electroencephalography Female
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Using Recurrent Neural Networks to Compare Movement Patterns in ADHD and Normally Developing Children Based on Acceleration Signals from the Wrist and Ankle.

Sensors (Basel, Switzerland) Jul 3, 2019
Attention deficit and hyperactivity disorder (ADHD) is a neurodevelopmental condition that affects, among other things, the movement patterns of children suffering it. Inattention, hyperactivity and impulsive behaviors, major symptoms characterizing ...
Male Case-Control Studies Adolescent Wearable Electronic Devices Neural Networks, Computer Algorithms Female Movement Ankle Attention Deficit Disorder with Hyperactivity Child Wrist Acceleration Accelerometry Humans
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EEG characteristics of children with attention-deficit/hyperactivity disorder.

Neuroscience May 15, 2019
The electroencephalogram (EEG) is an informative neuroimaging tool for studying attention-deficit/hyperactivity disorder (ADHD); one main goal is to characterize the EEG of children with ADHD. In this study, we employed the power spectrum, complexity...
Female Male Child Electroencephalography Brain Waves Attention Deficit Disorder with Hyperactivity Humans Machine Learning Brain
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Towards interpretable machine learning models for diagnosis aid: A case study on attention deficit/hyperactivity disorder.

PloS one Jan 1, 2019
Attention Deficit/Hyperactivity Disorder (ADHD) is a neurodevelopmental disorder that has heavy consequences on a child's wellbeing, especially in the academic, psychological and relational planes. The current evaluation of the disorder is supported ...
Limbic System Datasets as Topic Diagnostic and Statistical Manual of Mental Disorders Attention Deficit Disorder with Hyperactivity Machine Learning Prognosis Female Humans Male Diagnosis, Computer-Assisted Adolescent Child Decision Trees
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Comparing fully automated state-of-the-art cerebellum parcellation from magnetic resonance images.

NeuroImage Dec 1, 2018
The human cerebellum plays an essential role in motor control, is involved in cognitive function (i.e., attention, working memory, and language), and helps to regulate emotional responses. Quantitative in-vivo assessment of the cerebellum is importan...
Cerebellum Neuroimaging Attention Deficit Disorder with Hyperactivity Cerebellar Ataxia Humans Cohort Studies Machine Learning Child Autism Spectrum Disorder Image Processing, Computer-Assisted Magnetic Resonance Imaging Female Adult Male
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Diagnostic model for attention-deficit hyperactivity disorder based on interregional morphological connectivity.

Neuroscience letters Oct 15, 2018
Previous brain morphology-related diagnostic models for attention-deficit hyperactivity disorder (ADHD) were based on regional features. However, building a model of individual interregional morphological connectivity is a challenging task. This stud...
Child Female Humans Neural Pathways Magnetic Resonance Imaging Sensitivity and Specificity Machine Learning Brain Mapping Nerve Net Male Brain Attention Deficit Disorder with Hyperactivity Adolescent
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Identifying individuals with attention deficit hyperactivity disorder based on temporal variability of dynamic functional connectivity.

Scientific reports Aug 7, 2018
Attention deficit hyperactivity disorder (ADHD) is a common disorder that emerges in school-age children. The diagnostic model based on neuroimaging features could be beneficial for ADHD in twofold: identifying individuals with ADHD and discovering t...
Humans Female Male Diagnosis, Computer-Assisted Models, Neurological Adolescent Connectome Child Attention Deficit Disorder with Hyperactivity Support Vector Machine
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Classification of ADHD with bi-objective optimization.

Journal of biomedical informatics Aug 1, 2018
Attention Deficit Hyperactive Disorder (ADHD) is one of the most common diseases in school aged children. In this paper, we consider using fMRI data with classification techniques to aid the diagnosis of ADHD and propose a bi-objective ADHD classific...
Child Attention Deficit Disorder with Hyperactivity Image Processing, Computer-Assisted Humans Decision Making Support Vector Machine Algorithms Models, Statistical Magnetic Resonance Imaging Databases, Factual Brain Mapping Reproducibility of Results Medical Informatics
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