Neurology

Latest AI and machine learning research in neurology for healthcare professionals.

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Radiomics-powered radiographic image analysis for enhanced mechanical complications prediction and surgical planning in adult spine deformity.

BACKGROUND CONTEXT: Radiomics, a technique employing machine learning (ML) to extract quantitative features from processed radiographic images, holds promise for improving clinical prediction models. It offers the potential to comprehensively characterize spinal shape and alignment. We hypothesized that processed image (PrIm) algorithms outperform traditional radiographic measurements (TRM) and sc...

Oct 10 2025 41075989

Distinct electroencephalogram microstate in patients with methamphetamine use disorder and obsessive-compulsive disorder.

BACKGROUND: Electroencephalogram (EEG) microstates reflect momentary localized brain activity and may indicate spontaneous fluctuations within large-scale neural networks. Methamphetamine use disorder (MUD) and obsessive-compulsive disorder (OCD) exhibit overlapping compulsive features, however, similarities or differences in whole-brain dynamics on subsecond timescales between patients with MUD a...

Oct 10 2025 41076163
Real-Time Artificial Intelligence-Assisted Middle Meningeal Artery Embolization Using Liquid Embolic Agents for Chronic Subdural Hematoma: A Preliminary Experience.

BACKGROUND AND OBJECTIVES: Middle meningeal artery (MMA) embolization is an emerging treatment option for chronic subdural hematoma. Surgeons must pay...

Oct 9 2025 41065392
VIBESegmentator: full body MRI segmentation for the NAKO and UK Biobank.

OBJECTIVES: To present a publicly available deep learning-based torso segmentation model that provides comprehensive voxel-wise coverage, including de...

Oct 9 2025 41068435
Visually-Inspired Multimodal Iterative Attentional Network for High-Precision EEG-Eye-Movement Emotion Recognition.

Advancements in artificial intelligence have propelled affective computing toward unprecedented accuracy and real-world impact. By leveraging the uniq...

Oct 9 2025 41059626
Robotic rehabilitation and intelligent algorithms improving the performance skills of stroke patients: a scoping review.

BACKGROUND: This scoping review highlights major advances and persisting gaps in robotic and AI-driven rehabilitation for stroke, evaluating their imp...

Oct 8 2025 41927190
Machine learning prediction of multidrug-resistant urinary tract infections in brain and spinal cord injury patients: a dual-center validation study.

BACKGROUND AND OBJECTIVE: Multidrug-resistant urinary tract infections (MDR UTIs) are a growing concern in patients with brain and spinal cord injurie...

Oct 8 2025 41086642
Patient Variability Drives Postoperative Outcome Volatility More Than Surgeon or Indication: A Bayesian Simulation Study of PROMIS Global Health for Lumbar Spinal Stenosis.

BACKGROUND AND OBJECTIVES: Patient-reported outcome measures (PROMs) are ubiquitously used to assess surgical success after surgery for lumbar spinal ...

Oct 7 2025 41055334
Robust detection of femtogram-level Alzheimer's biomarkers using machine learning-enhanced graphene biosensors.

Early diagnosis of Alzheimer's disease (AD) requires blood biomarker tests sensitive to femtogram/mL concentrations. Graphene field-effect transistors...

Oct 7 2025 41066994
A novel machine learning-based method to quantify the effect of transcranial direct current stimulation on opioid users.

BACKGROUND: Opioid addiction is a major public health concern, associated with numerous health and social problems. Conventional diagnostic methods fo...

Oct 6 2025 41032011
Connectome-based markers predict the sub-types of frontotemporal dementia.

Frontotemporal dementia (FTD) presents a complex spectrum of neurodegenerative disorders, encompassing distinct subtypes with varied clinical manifest...

Oct 6 2025 41053432
Predicting neurobehavioral outcomes in people with HIV.

BACKGROUND: This study identified complex, multidimensional, longitudinal biopsychosocial (BPS) phenotypes (MLBPSPs) in people with HIV (PWH) and eval...

Oct 6 2025 41055960
Autonomous spiking neural P systems with coupled neurons.

Abstracted from the way spiking neurons transmit and process information, spiking neural P systems (SNP systems) are becoming increasingly popular as ...

Oct 6 2025 41101181
Anesthesia and mitochondria: balancing toxicity and protection through emerging therapeutic strategies.

Anesthesia is a cornerstone of modern surgical practice, enabling interventions by deliberately modulating nociception and consciousness-from localize...

Oct 4 2025 41045340
Brain metabolic imaging with 18 F-PET-CT and machine-learning clustering analysis reveal divergent metabolic phenotypes in patients with amyotrophic lateral sclerosis.

BACKGROUND: Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disorder characterized by significant clinicopathologic heterogeneity. Th...

Oct 3 2025 41042334
Application of Machine Learning in the Diagnosis and Prognosis of Mild Traumatic Brain Injury Using Diffusion Tensor Imaging: A Systematic Review.

BACKGROUND: Traumatic Brain Injury (TBI) is a global health concern, with mild TBI (mTBI) being the most common form. Despite its prevalence, accurate...

Sep 30 2025 41026543
Spatial architecture of development and disease.

Tissue architecture is a product of a multilayered molecular landscape, where even subtle disruptions in the spatial context can initiate or reflect d...

Sep 30 2025 41028908
Artificial intelligence and peripheral neuropathies: Strategies for the development, application, and repair of regenerative biomaterials.

Traditional repair methods for peripheral neuropathies, such as autologous and allogeneic nerve grafts, face limitations, while peripheral nerve regen...

Sep 29 2025 41017675
Structure and function of voltage-gated sodium channel Nav1.6: Involvement in the pathological process of neural injury.

The voltage-gated sodium channel Nav1.6, encoded by the sodium voltage-gated channel alpha subunit 8 gene, is a crucial regulator of neuronal excitabi...

Sep 29 2025 41017705
A multi-level teacher assistant-based knowledge distillation framework with dynamic feedback for motor imagery EEG decoding.

Deep learning has shown promise in motor imagery-based electroencephalogram (MI-EEG) decoding, a critical task in non-invasive brain-computer interfac...

Sep 29 2025 41072285
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