AIMC Topic: Attention Deficit Disorder with Hyperactivity

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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...
Severity of Illness Index Social Media Natural Language Processing Attention Deficit Disorder with Hyperactivity Humans
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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...
Middle Aged Young Adult Humans Surveys and Questionnaires Adult Machine Learning Adolescent Attention Deficit Disorder with Hyperactivity Male Female Malingering Unsupervised Machine Learning Self Report
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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...
Eye-Tracking Technology Virtual Reality Support Vector Machine Actigraphy Attention Deficit Disorder with Hyperactivity Electroencephalography Attention Young Adult Adult Male Humans Machine Learning Female
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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-...
Male Adolescent Child Humans Machine Learning Female Video Recording Outpatients Attention Deficit Disorder with Hyperactivity
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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...
Image Processing, Computer-Assisted Magnetic Resonance Imaging Alzheimer Disease Female Adult Machine Learning Male Brain Humans Neural Networks, Computer Nerve Net Attention Deficit Disorder with Hyperactivity
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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 Attention Deficit Disorder with Hyperactivity Neurodevelopmental Disorders Humans Machine Learning Autism Spectrum Disorder
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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...
Brain Male Adolescent Brain Mapping Attention Deficit Disorder with Hyperactivity Child Magnetic Resonance Imaging Humans Neural Networks, Computer Algorithms
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Exploring potential ADHD biomarkers through advanced machine learning: An examination of audiovisual integration networks.

Computers in biology and medicine Oct 23, 2024
Attention deficit hyperactivity disorder (ADHD) is a neurodevelopmental condition marked by inattention and impulsivity, linked to disruptions in functional brain connectivity and structural alterations in large-scale brain networks. Although sensory...
Humans Machine Learning Biomarkers Brain Visual Perception Attention Deficit Disorder with Hyperactivity Auditory Perception Child Magnetic Resonance Imaging Nerve Net Female Male Adolescent
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Investigating the impact of an AI-based play activities intervention on the quality of life of school-aged children with ADHD.

Research in developmental disabilities Oct 15, 2024
BACKGROUND: Attention-Deficit/Hyperactivity Disorder (ADHD) is a prevalent neurodevelopmental disorder that not only impacts children's behavior, learning, and social interactions but also their quality of life. Advances in artificial intelligence (A...
Male Quality of Life Saudi Arabia Attention Deficit Disorder with Hyperactivity Child Play and Playthings Humans Play Therapy Artificial Intelligence Female
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Insights Into Detecting Adult ADHD Symptoms Through Advanced Dual-Stream Machine Learning.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society Sep 17, 2024
Advancements in machine learning offer promising avenues for the identification of ADHD symptoms in adults, an endeavour traditionally encumbered by the intricacies of human behavioural patterns. In this paper, we introduce three innovative dual-stre...
Adult Female Male Hand Reproducibility of Results Posture Video Recording Young Adult Attention Deficit Disorder with Hyperactivity Humans Machine Learning Algorithms
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