Neurology

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

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Adaptive dual-modality neuromodulation for chronic pain and muscle dysfunction: real-world insights from the NXTSTIMâ„¢ EcoAI digital platform.

BACKGROUND: Chronic musculoskeletal pain is often inadequately managed with pharmacologic therapy. A...

(1)
Apr 2026 42002406
TransUNet for automated segmentation of intracranial aneurysms in digital subtraction angiography: A dual-center validation study.

PURPOSE: This study systematically evaluated five deep learning models to validate their consistency...

Apr 2026 42019376
Advancing brain age estimation: normative deviation mapping (NDM) for sensitive detection of pathological aging.

Brain age is a valuable neuroimaging-based biomarker for assessing brain health, typically estimated...

Apr 2026 42001982
Causal inference in real-world dementia research: a systematic review protocol.

BACKGROUND: Dementia presents complex challenges for causal inference due to its multifactorial aeti...

Apr 2026 41998781
PDGCN: A progressive dual-branch graph convolution network for EEG emotion recognition.

Electroencephalography (EEG) provides a direct measure of neural activity and offers an objective ba...

Apr 2026 42034573
NeuroBACE-ML: A reliability-aware screening framework for high-throughput prioritization of potent BACE1 inhibitors.

Beta-site amyloid precursor protein cleaving enzyme 1 (BACE1) is a key enzyme in amyloid-β generatio...

Apr 2026 42008960
Persistent white matter disruption underlies apparent functional normalization in intractable temporal lobe epilepsy: Evidence from multimodal MRI.

BACKGROUND: Intractable temporal lobe epilepsy (ITLE) poses ongoing therapeutic challenges due to re...

Apr 2026 42058120
SRSF1 as a promising biomarker and key player in the pathogenesis of Alzheimer's disease.

Given the unclear pathogenesis and insidious progression of Alzheimer's disease (AD), the aim of the...

Apr 2026 41992956
Incorporating artificial intelligence into morphological diagnosis of acute leukemias: Current landscape, challenges and prospects (Review).

Acute leukemias (ALs) are a diverse group of hematological malignancies characterized by the abnorma...

Apr 2026 41992971
Evaluation of Brain Age on Magnetic Resonance Imaging Using Machine Learning Techniques in Patients With Hearing Loss.

OBJECTIVES: Hearing impairment is strongly linked to cognitive decline, with individuals having mild...

Apr 2026 41992392
Early Predictors of Long-Term Outcomes in Pediatric "Mild" Traumatic Brain Injury: A Machine Learning Approach.

While most children recover from pediatric "mild" traumatic brain injury (pmTBI), up to one-third ex...

Apr 2026 41992864
Personalizing treatment of pancreatitis-associated chronic pain: the need for an integrated omics approach.

BACKGROUND: Chronic pancreatitis (CP) is a progressive inflammatory disorder characterized by debili...

(2)
Apr 2026 41998114
Artificial intelligence in cancer survivorship: evaluating ChatGPT's performance in rehabilitation-related queries.

PURPOSE: This study aimed to evaluate the performance of ChatGPT in responding to patient-centered q...

Apr 2026 41998423
Cogninet: an explainable deep learning model for multi-class MRI-based Alzheimer's disease staging.

PURPOSE: Alzheimer's Disease (AD) is a neurodegenerative condition which presents significant challe...

Apr 2026 41991821
Enhancing generalizability in classification of peripheral neural recordings with graph neural network.

The peripheral nervous system plays a crucial role in facilitating communication between biological ...

Apr 2026 41996395
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