Neurology

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

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DNA-Driven EEG monitoring for rapid seizure prediction in healthcare.

BACKGROUND AND OBJECTIVE: Worldwide, over 50 million people suffer from epilepsy, a neurological dis...

(1)
Feb 2026 41678979
Characteristics of electroencephalographic changes induced by different hypnotics in elderly patients: a narrative review.

Aging is associated with widespread structural and functional changes in the brain including reduced...

(1)
Feb 2026 41630548
Identification of cognitive phenotypes in temporal lobe epilepsy and genetic generalized epilepsy using robotic assessment.

BACKGROUND: Cognitive dysfunction is common in people with epilepsy (PWE). Although expectations exi...

Feb 2026 41633867
Artificial intelligence and machine learning in neurodegenerative disease management: A 21st century paradigm.

Neurodegenerative diseases represent a major and growing clinical challenge due to their progressive...

Feb 2026 41644015
A hybrid swin transformer-BiLSTM framework and ensemble learning for multimodal brain stroke detection and risk prediction.

Stroke is one of the leading causes of mortality and long-term disability worldwide, primarily resul...

Feb 2026 41637821
Enhancing the Characterization of Dural Tears on Photon-Counting CT Myelography: An Analysis of Reconstruction Techniques.

Photon-counting detector CT myelography is an effective technique for the localization of spinal CSF...

Feb 2026 40713909
A multi-view neural framework with attention for epileptic seizure classification.

Objective. Epilepsy is a chronic brain disorder characterized by recurrent seizures due to abnormal ...

Feb 2026 41494202
Automated Detection of Cervical Spinal Cord Compression on MRI Using YOLO11 Deep Learning Architecture: A Two-Center External Validation Study.

STUDY DESIGN: Retrospective two-center external validation study conducted at two medical centers, c...

(1)
Feb 2026 41631492
3D-QALAS synthetic MRI with Zero-DeepSub in children: initial experience including post-contrast imaging feasibility.

BACKGROUND: Magnetic resonance imaging (MRI) in children requires multiple sequences, leading to len...

Feb 2026 41632243
A two-stage algorithm to detect electrographically focal seizures using a wearable single-channel EEG sensor.

OBJECTIVE: This paper presents a two-stage machine learning model for electrographic seizure detecti...

Feb 2026 41632671
A Lightweight Depthwise Separable Convolution and Channel Attention Based GRU Network for Multichannel EEG Seizure Detection.

Epilepsy is the fourth most common neurological disorder, and seizures significantly impact quality ...

Feb 2026 41632979
TriNet-MTL: A Multi-Branch Deep Learning Framework for Biometric Identification and Cognitive State Inference from Auditory-Evoked EEG.

Auditory-evoked EEG signals contain rich temporal and cognitive features that reflect both the ident...

Feb 2026 41633842
Exploring the proprioceptive potential of joint receptors using a biomimetic robotic joint.

In neuroscience, joint receptors have traditionally been viewed as limit detectors, providing positi...

Feb 2026 41634020
AI based sagittal spinal posture assessment for adolescent screening in low resource school settings.

Adolescent spinal postural deviations are rising across Southeast Asia, driven by prolonged screen e...

Feb 2026 41634056
A review of current capabilities and future directions in machine-based emotion recognition.

The ability of machines to recognize emotions automatically is becoming increasingly significant acr...

Feb 2026 41634259
Machine Learning Models for Predicting Stroke-Associated Pneumonia: A Systematic Review and Meta-Analysis.

Stroke-associated pneumonia (SAP) is a frequent and severe complication following stroke. Recently, ...

(1)
Feb 2026 41634499
Prediction of recurrent ischemic stroke using machine learning from real-world data.

BACKGROUND: Recurrent ischemic stroke (RIS) is a significant challenge in Malaysia, affecting approx...

Feb 2026 41634608
A knowledge-driven self-supervised learning method for enhancing EEG-based emotion recognition.

Emotion recognition brain-computer interface (BCI) using electroencephalography (EEG) is crucial for...

Feb 2026 41666485
Altered entropy modulation in bipolar disorder: EEG entropy measures during steady-state auditory entrainment.

BACKGROUND: Non-linear neural dynamics reflect the inherent complexity of brain activity and are inc...

Feb 2026 41638500
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