Neurology

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

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Psychometric Evaluation and Discriminative Validity of the Short-Form Brief Pain Inventory Across Nociceptive, Neuropathic, and Nociplastic Pain Mechanisms.

The measurement performance of the Short-Form Brief Pain Inventory (BPI-SF) across IASP-recognized pain mechanisms remains unclear. We evaluated the reliability and structural validity of BPI-SF across clinician-assigned predominant nociceptive, neuropathic, and nociplastic chronic pain groups, and secondarily examined whether BPI-SF item patterns could distinguish these groups. In this cross-sect...

Jun 17 2026 42309344

Deep Learning Assisted Double Inversion Recovery improves Focal Lesion Detection in Optic Neuropathy.

OBJECTIVES: To compare the acquisition time, image quality, and diagnostic confidence of DL-accelerated DIR (DIR-DL) with conventional MRI in patients undergoing imaging for suspected optic neuropathy. MATERIALS AND METHODS: This prospective, study enrolled 75 consecutive patients (mean age, 37 ± 20 years; 47 female) with suspected optic neuropathy who were clinically referred for optic nerve MRI ...

Jun 17 2026 42309650
Enhancing Non-Contrast CT Interpretation for Acute Anterior Circulation Stroke: A Deep Learning Approach for Grayscale Image Transformation.

BACKGROUND AND PURPOSE: To develop a two-stage framework that combines deep learning-based super-resolution with subsequent image processing to genera...

Jun 17 2026 42309652
A novel transformer architecture for EEG decoding and neuroscientific analysis.

Deep learning has significantly advanced brain-computer interface (BCI) technology. However, most deep learning models operate as black boxes, limitin...

Jun 17 2026 42310346
Decentralized neural dynamics and sensory constraints shape brittle star locomotion.

Brittle stars move with remarkable whole-body coordination despite lacking a central brain. With five identical arms radiating from a central disc, th...

Jun 17 2026 42303261
Machine Diagnostics and Machine Phenotyping of Migraine: A HUNT Study.

BACKGROUND AND OBJECTIVES: In the absence of biomarkers, the true biological footprint of migraine remains incompletely understood. It could perhaps b...

Jun 16 2026 42302223
EDRNet-based adolescent idiopathic scoliosis screening method using bare-back images.

BACKGROUND: Adolescent idiopathic scoliosis (AIS) affects 2-3% of adolescents. Current screening relies on X-rays, which limits large-scale applicatio...

Jun 16 2026 42304329
DAG-VAERL: a novel causal inference method for building causal gene regulatory networks.

BACKGROUND: Causal discovery methods provide a powerful tool for uncovering the causal relationships between lncRNAs and target genes in gene regulati...

Jun 16 2026 42304400
Proteomic and machine learning analysis predicts treatment response signatures in Myasthenia Gravis.

BACKGROUND: Myasthenia gravis (MG) is a prototypical antibody-mediated autoimmune disease with variable treatment responses with a need for biomarkers...

Jun 16 2026 42304472
Prediction of Alzheimer's disease risk factors from retinal images via deep learning: Development and validation of biologically relevant morphological associations in the UK Biobank.

BackgroundThe systemic, metabolic, lifestyle factors have established associations with Alzheimer's disease (AD) through epidemiologic and AD-specific...

Jun 16 2026 42299837
Beyond the naked eye: a systematic review on the current state of radiomics approaches to the vestibular schwannoma.

PURPOSE: Vestibular schwannomas (VS) present a clinical challenge in management decision-making due to their difficult-to-access location, unpredictab...

Jun 16 2026 42301524
Longitudinal patient-reported outcomes after spinal fusion for adolescent idiopathic scoliosis: recovery trajectories and insights into surgical timing.

PURPOSE: Health-related quality-of-life (HRQOL) assessment provides insight into patient's subjective experiences that complement traditional clinical...

Jun 16 2026 42301603
Neuroimaging studies of non-suicidal self-injury in young adults with major depressive disorder.

Non-suicidal self-injury (NSSI) is highly prevalent in adolescents with major depressive disorder (MDD), elevating suicide risk and indicating poor pr...

Jun 16 2026 42302888
Expert Consensus Statement on Acoustic Metrics for Swallowing Dysfunction Screening in Older Adults: A Delphi Study.

OBJECTIVE: Swallowing dysfunction poses significant health risks for older adults. Early detection is crucial to prevent complications such as aspirat...

Jun 16 2026 42303507
Explainable EEG-based machine learning for early diagnosis of Alzheimer's disease and frontotemporal dementia.

The quick and accurate diagnosis of Alzheimer's disease (AD) and Frontotemporal Dementia (FTD) is a significant and unresolved challenge in clinical n...

Jun 16 2026 42297902
Scalable CT-based prognostic modeling of dementia conversion in mild cognitive impairment.

UNLABELLED: Mild cognitive impairment (MCI) is a heterogeneous condition, with up to 40% of patients progressing to dementia within three years of cli...

Jun 15 2026 42289414
Towards a rational ECT treatment approach for severe and treatment resistant schizophrenia using neuroimaging biomarkers: A focused review.

Treatment resistant schizophrenia (TRS) is a major challenge in psychiatry, and its management remains an unmet need. Given the relatively high preval...

Jun 15 2026 42302542
Large language models integrated into brain-computer interfaces for communication and control: a systematic review.

Large language models (LLMs) are starting to be coupled with brain-computer interfaces (BCIs) for assistive communication, but the resulting systems d...

Jun 15 2026 42202831
A comprehensive review of biomechanical factors influencing pedicle screw fixation strength and the critical role of artificial intelligence.

BACKGROUND: Pedicle screws are pivotal in spinal fixation procedures, providing stability and facilitating the correction of spinal deformities. Sever...

Jun 15 2026 42289521
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