AIMC Topic: Attention Deficit Disorder with Hyperactivity

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Differentiating Functional Connectivity Patterns in ADHD and Autism Among the Young People: A Machine Learning Solution.

Journal of attention disorders Feb 10, 2025
OBJECTIVE: ADHD and autism are complex and frequently co-occurring neurodevelopmental conditions with shared etiological and pathophysiological elements. In this paper, we attempt to differentiate these conditions among the young people in terms of i...
Female Male Adolescent Child Humans Machine Learning Brain Attention Deficit Disorder with Hyperactivity Magnetic Resonance Imaging Autistic Disorder Neural Pathways
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Genome data based deep learning identified new genes predicting pharmacological treatment response of attention deficit hyperactivity disorder.

Translational psychiatry Feb 7, 2025
Although the efficacy of pharmacy in the treatment of attention deficit/hyperactivity disorder (ADHD) has been well established, the lack of predictors of treatment response poses great challenges for personalized treatment. The current study employe...
Membrane Proteins Male Humans Treatment Outcome Deep Learning Female Genome-Wide Association Study Attention Deficit Disorder with Hyperactivity Adolescent Child Polymorphism, Single Nucleotide
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Knowledge Distillation Guided Interpretable Brain Subgraph Neural Networks for Brain Disorder Exploration.

IEEE transactions on neural networks and learning systems Feb 6, 2025
The human brain is a highly complex neurological system that has been the subject of continuous exploration by scientists. With the help of modern neuroimaging techniques, there has been significant progress made in brain disorder analysis. There is ...
Humans Neural Networks, Computer Artificial Intelligence Parkinson Disease Brain Diseases Neuroimaging Attention Deficit Disorder with Hyperactivity Algorithms Brain Magnetic Resonance Imaging
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Larger models yield better results? Streamlined severity classification of ADHD-related concerns using BERT-based knowledge distillation.

PloS one Feb 6, 2025
This work focuses on the efficiency of the knowledge distillation approach in generating a lightweight yet powerful BERT-based model for natural language processing (NLP) applications. After the model creation, we applied the resulting model, LastBER...
Social Media Natural Language Processing Attention Deficit Disorder with Hyperactivity Humans Severity of Illness Index
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Detecting noncredible symptomology in ADHD evaluations using machine learning.

Journal of clinical and experimental neuropsychology Jan 25, 2025
INTRODUCTION: Diagnostic evaluations for attention-deficit/hyperactivity disorder (ADHD) are becoming increasingly complicated by the number of adults who fabricate or exaggerate symptoms. Novel methods are needed to improve the assessment process re...
Malingering Unsupervised Machine Learning Self Report Attention Deficit Disorder with Hyperactivity Humans Male Female Surveys and Questionnaires Machine Learning Middle Aged Young Adult Adolescent Adult
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Virtual reality-assisted prediction of adult ADHD based on eye tracking, EEG, actigraphy and behavioral indices: a machine learning analysis of independent training and test samples.

Translational psychiatry Dec 31, 2024
Given the heterogeneous nature of attention-deficit/hyperactivity disorder (ADHD) and the absence of established biomarkers, accurate diagnosis and effective treatment remain a challenge in clinical practice. This study investigates the predictive ut...
Female Young Adult Adult Male Eye-Tracking Technology Virtual Reality Humans Machine Learning Actigraphy Support Vector Machine Attention Deficit Disorder with Hyperactivity Electroencephalography Attention
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Objective approach to diagnosing attention deficit hyperactivity disorder by using pixel subtraction and machine learning classification of outpatient consultation videos.

Journal of neurodevelopmental disorders Dec 24, 2024
BACKGROUND: Attention deficit hyperactivity disorder (ADHD) is a common childhood neurodevelopmental disorder, affecting between 5% and 7% of school-age children. ADHD is typically characterized by persistent patterns of inattention or hyperactivity-...
Attention Deficit Disorder with Hyperactivity Machine Learning Humans Female Adolescent Video Recording Male Child Outpatients
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LCGNet: Local Sequential Feature Coupling Global Representation Learning for Functional Connectivity Network Analysis With fMRI.

IEEE transactions on medical imaging Dec 2, 2024
Analysis of functional connectivity networks (FCNs) derived from resting-state functional magnetic resonance imaging (rs-fMRI) has greatly advanced our understanding of brain diseases, including Alzheimer's disease (AD) and attention deficit hyperact...
Attention Deficit Disorder with Hyperactivity Adult Male Image Processing, Computer-Assisted Magnetic Resonance Imaging Alzheimer Disease Nerve Net Machine Learning Brain Female Humans Neural Networks, Computer
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Predicting neurodevelopmental disorders using machine learning models and electronic health records - status of the field.

Journal of neurodevelopmental disorders Nov 15, 2024
Machine learning (ML) is increasingly used to identify patterns that could predict neurodevelopmental disorders (NDDs), such as autism spectrum disorder (ASD) and attention-deficit hyperactivity disorder (ADHD). One key source of multilevel data for ...
Electronic Health Records Humans Machine Learning Attention Deficit Disorder with Hyperactivity Autism Spectrum Disorder Neurodevelopmental Disorders
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Modeling Functional Brain Networks for ADHD via Spatial Preservation-Based Neural Architecture Search.

IEEE journal of biomedical and health informatics Nov 6, 2024
Modeling functional brain networks (FBNs) for attention deficit hyperactivity disorder (ADHD) has sparked significant interest since the abnormal functional connectivity is discovered in certain functional magnetic resonance imaging (fMRI)-based brai...
Attention Deficit Disorder with Hyperactivity Humans Child Neural Networks, Computer Brain Algorithms Magnetic Resonance Imaging Male Brain Mapping Adolescent
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