Neurology

Parkinson's Disease

Latest AI and machine learning research in parkinson's disease for healthcare professionals.

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QSM vs dopamine transporter PET: χ+ Mapping Shows Stronger Longitudinal Associations with Nigral Degeneration than Conventional QSM in Parkinson's Disease.

BACKGROUND: Iron accumulation in the substantia nigra (SN) is a hallmark of Parkinson's disease (PD). Quantitative susceptibility mapping (QSM) including source separation can generate maps of total susceptibility χ, paramagnetic or positive susceptibility [Formula: see text] likely dominated by tissue iron, and diamagnetic or negative susceptibility [Formula: see text] reflecting myelin and other...

Jun 10 2026 42270358

A comprehensive survey on diagnosis and assessment of Parkinson's disease via plantar pressure analysis.

Parkinson's disease (PD) is a progressive neurodegenerative disorder. Its motor symptoms include bradykinesia, rigidity, and postural instability, while gait abnormalities serve as critical early biomarkers. Traditional diagnostic methods normally rely on subjective clinical assessments, highlighting the need for objective, quantifiable tools. Plantar pressure measurement systems provide high-reso...

Jun 10 2026 42270597
A Dataset of Microelectrode Recordings from Deep Brain Stimulation Procedures.

Precise intraoperative localisation of subcortical brain structures remains a critical challenge in deep brain stimulation, yet openly available micro...

Jun 10 2026 42270599
Intelligent Parkinson's disease identification via Residual-Shuffle Network optimized by Improved Dandelion Optimizer.

Parkinson's disease (PD) presents significant challenges due to its intricate symptoms and often delayed diagnosis. Therefore, early detection is vita...

Jun 8 2026 42259901
Quality and Readability of ChatGPT Performance on Parkinson's Disease.

BACKGROUND: Chat Generative Pre-trained Transformer (ChatGPT) is increasingly used for medical education and healthcare counseling. OBJECTIVE: To eval...

Jun 6 2026 42249802
Voice-Based Parkinson's Disease Diagnosis: A Data-Augmented Study of Deterministic and Stochastic Feature Selection Methods.

INTRODUCTION: Voice analysis is a promising method for diagnosing Parkinson's disease (PD); however, two major obstacles stand in the way of its clini...

Jun 6 2026 42250952
Measurement fidelity, not model complexity, governs individual cognitive trajectory prediction in Parkinson's disease.

Whether individual-level cognitive trajectories in Parkinson's disease are predictable remains unresolved. Here, we provide convergent evidence that m...

Jun 6 2026 42251160
Machine learning and deep learning for neurological disease analysis: A systematic review across five major disorders.

Artificial Intelligence (AI) has become integral to the research of neurological diseases due to the rapid expansion of neuroimaging, clinical, physio...

Jun 5 2026 42250854
Phase-Dependent Passive Muscle Stretching Modulates B-Mode Ultrasound Classification of Parkinson's Disease.

OBJECTIVE: Parkinson's disease (PD) is a progressive neurodegenerative disorder characterized by tremor, rigidity and bradykinesia. Although central n...

Jun 3 2026 42236424
Heritability of the Olfactory Bulb and Its Associated Brain Network.

The olfactory bulb (OB), the first central relay of the olfactory pathway, plays a critical role in odor perception and exhibits remarkable structural...

Jun 2 2026 42235655
Deep learning for freezing of gait assessment using inertial measurement units: a multicentre validation study.

Video annotation is the gold standard for assessing Freezing of Gait (FOG) in Parkinsonian disorders, but it is time-consuming. Deep learning (DL)-bas...

Jun 2 2026 42230618
KGT: Knowledge-guided graph transformer for neurodegenerative disease diagnosis and brain age prediction with MRI.

Deep learning methods have significantly advanced the analysis of brain imaging data for various downstream tasks such as disease diagnosis and age pr...

Jun 1 2026 42242081
Life prediction model of feedback rod in electro-hydraulic servo valve.

Metallic elastic elements serve as critical structural components in advanced electro mechanical assemblies, where cyclic loading induces progressive ...

Jun 1 2026 42225786
A Cross-Disease Microglial Transcriptional Program Characterizes Neurodegeneration and Highlights SPP1 as a Biomarker.

Microglial cells are key players in maintaining brain homeostasis and responding to pathological conditions. Their multifaceted roles in health and di...

Jun 1 2026 42011986
Mechanistic Biomarker Discovery of Perfluorooctanoic Acid Exposure in Parkinson's Disease Through Integrated Toxicogenomic Analysis.

Perfluorooctanoic acid (PFOA) is a common polyfluoroalkyl substance (PFAS) with possible neurotoxic effects, but its role in Parkinson's disease (PD) ...

Jun 1 2026 42159207
Machine learning model to estimate momentary status of activities of daily living in people with early-stage Parkinson's disease: an experimental study in home setting.

PURPOSE: The purpose of this study was to develop a model that estimates the momentary status of activities of daily living (ADLs) in people with Park...

May 30 2026 42218583
European Science for Health Research Needs and Priorities.

The European research landscape for developing new diagnostic, preventive, and therapeutic interventions is fraught with challenges. Scarcity of quali...

May 29 2026 42217648
VeNet: a lightweight neural network for efficient brain vessel segmentation in endovascular robotic surgery.

Telesurgery integrates artificial intelligence (AI), robotic systems, sensing technologies, and wireless communication to enable remote and computer-a...

May 29 2026 42215575
A survey of deep learning techniques in detecting neurological disorders using MRI.

Magnetic resonance imaging (MRI) is widely regarded as the most reliable non-invasive imaging modality for detecting neurological disorders. However, ...

May 29 2026 42216001
A prototype-augmented graph representation learning framework for identifying brain disorder-associated genes and facilitating drug repurposing.

Many genetic loci were identified as associated with neuropsychiatric disorders and neurodegenerative disorders by Genome-wide association studies (GW...

May 29 2026 42213730
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