Neurology

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

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Automatic EEG artifact detection using a local-global feature fusion network in time and time-frequency domains.

BACKGROUND: Video electroencephalographies (VEEGs) are often affected by artifacts, which can diminish clinicians' efficiency in interpreting VEEG data and potentially result in diagnostic errors. Conversely, certain ictal VEEG artifacts caused by automatisms, such as rhythmic chewing and blinking, may offer significant diagnostic clues for temporal lobe epilepsy. To address the challenges mention...

Mar 1 2026 41764559

Clinical Neuroimaging Over the Last Decade: Achievements and What Lies Ahead.

The past decade has witnessed notable advancements in clinical neuroimaging facilitated by technological innovations and significant scientific discoveries. In conjunction with Investigative Radiology 's 60th anniversary, this review examines key contributions from the past 10 years, emphasizing the journal's most accessed articles and their impact on clinical practice and research. Advances in im...

Mar 1 2026 40239043
Representation Learning for Cerebrovascular Autoregulation: A Model Study With Experimental Data Classification.

OBJECTIVE: Cerebrovascular autoregulation (CA) maintains adequate cerebral blood flow (CBF) during changes in cerebral perfusion pressure (CPP) and ca...

Mar 1 2026 40802622
DeepArousal-Net: A Multi-Block Recurrent Deep Learning Model for Proactive Forecasting of Non-Apneic Arousals From Multichannel PSG.

OBJECTIVE: This study aimed to develop a deep learning model capable of accurately forecasting non-apneic sleep arousals, which are brief awakenings t...

Mar 1 2026 40824988
Improving Model Fusion by Training-Time Neuron Alignment With Fixed Neuron Anchors.

Model fusion aims to integrate several deep neural network (DNN) models' knowledge into one by fusing parameters, and it has promising applications, s...

Mar 1 2026 41124066
Self-Supervised Text-Vision Alignment for Automated Brain MRI Abnormality Detection: A Multicenter Study (ALIGN Study).

Purpose To develop a self-supervised text-vision framework to detect abnormalities on brain MRI scans by leveraging free-text neuroradiology reports, ...

Mar 1 2026 41295086
Identifying Drugs Associated With Parkinson's Disease Risk Using Machine Learning.

Machine learning (ML)-based methods have been proposed as a potential approach for identifying candidate drugs to be repurposed as disease-modifying t...

Mar 1 2026 41611649
Updates in Central Retinal Artery Occlusion.

BACKGROUND: Central retinal artery occlusion (CRAO) is a vision-threatening neuro-ophthalmic emergency, analogous to acute ischemic stroke. Delayed pr...

Mar 1 2026 41700954
Artificial Intelligence for Predicting Clinical Outcomes in Interventional Pain Medicine for Spine Disorders: A Systematic Review.

OBJECTIVES: Artificial intelligence (AI) applications are being increasingly explored in pain medicine due to AI's ability to handle multidimensional ...

Mar 1 2026 41728639
Simulation-free spine palliative radiotherapy enabled by AI-adapted diagnostic CT.

BACKGROUND: Radiotherapy planning traditionally requires a dedicated simulation CT (sCT), which can introduce delays in initiating treatment. This is ...

Mar 1 2026 41746191
Neural Underpinnings of Age Categorization of Faces in Young Adults.

The present study investigated neurocognitive underpinnings of age categorization of faces by integrating behavioral and neuroimaging measures in youn...

Mar 1 2026 41755387
Predicting seizure-free outcomes in people with treatment-resistant epilepsy: A machine learning approach.

BACKGROUND: Epilepsy surgery is an important intervention for treatment-resistant epilepsy, butthe ability to predict long-term seizure freedom post-s...

Feb 28 2026 41795375
Efficacy of Robot-Assisted Training Plus Acupuncture Therapy on Lower Limb Functional Recovery in Stroke Patients: A Systematic Review and Meta-Analysis.

PurposeTo assess the effectiveness of robot-assisted training (RAT) plus acupuncture therapy (AT) on lower limb functional recovery in stroke patients...

Feb 28 2026 41762168
Machine learning algorithm reveals neurodevelopmental signatures of combined family income and neighborhood disadvantage in adolescents.

Socioeconomic status (SES) has been linked to brain-based markers, but most studies rely on conventional statistical methods that overlook the complex...

Feb 28 2026 41764315
Decoding Naturalistic Episodic Memory with Artificial Intelligence and Brain-Machine Interface.

Episodic memory integrates what, where, and when of experience into a coherent autobiographical narrative. Decades of research have identified hippoca...

Feb 28 2026 41762696
Strategies for Exoskeletal Upper Limb Robot with Bio-Sensors in Stroke Rehabilitation: A Scoping Review.

Background: Upper extremity motor impairment is common after stroke. The Hybrid Assistive Limb single-joint type (HAL-SJ), an exoskeletal robot with b...

Feb 27 2026 41761487
Automatic sleep scoring for real-time monitoring and stimulation in individuals with and without sleep apnea.

Digital therapeutics, enabled by advanced machine learning algorithms and medical wearable devices, offer a promising approach to streamline diagnosti...

Feb 27 2026 41762894
Explainable Machine Learning for Coma Outcome Prediction Based on Structural and Functional Brain MRI.

OBJECTIVES: Advanced MRI is recommended for the clinical evaluation of patients with coma. However, the implementation of these guidelines has been hi...

Feb 27 2026 41757998
Deep learning-based synthetic brain MRI for the assessment of regional atrophy patterns in neurodegenerative diseases.

OBJECTIVES: Assessing regional brain atrophy on 3D-T1w imaging is crucial for evaluating neurodegenerative disorders. However, high-quality volumetric...

Feb 27 2026 41758343
Genetic insights into migraine pathophysiology: COX-2 1195 A>G (rs689466) and COX-2 765 G>C (rs20417) polymorphisms and their clinical implications.

OBJECTIVES: This study aimed to investigate the association of COX-2 gene polymorphisms with key clinical features of migraine, including headache ons...

Feb 27 2026 41758606
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