Neurology

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

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Predicting Pain: Electroencephalography Signatures of Neural Integration During Experimental Tonic Thermal Pain.

BACKGROUND: The identification of reliable neural signatures for pain remains a critical challenge in both clinical and experimental settings. While electroencephalography (EEG) provides a promising avenue for pain assessment, it remains unclear whether phase- or power-based neural integration drives pain-state discrimination. This study investigates functional connectivity and cross-frequency cou...

Jul 1 2026 42377977

Development and validation of a machine learning model to detect psychiatric symptoms in Huntington's disease using speech analysis.

Huntington's disease (HD) causes progressive disability through motor, psychiatric, and cognitive symptoms. Machine learning speech analysis can detect motor and cognitive symptoms of HD, but not yet psychiatric symptoms. This study investigated whether speech analyses can detect the presence of psychiatric symptoms in HD. Audio recordings of six narrative tasks (cookie-theft picture description, ...

Jul 1 2026 42384624
Discovery of a novel CaMKⅡα inhibitor by machine learning, molecular docking and molecular dynamics simulation.

CaMKIIα is a central regulator of synaptic plasticity and memory, and its pathological overactivation has been strongly linked to neurodegenerative an...

Jun 30 2026 42380535
Latent Space Projections and Atlases, a Cautionary Tale in Deep Neuroimaging using Autoencoders.

This study introduces a deep learning framework for the inferential exploration of latent representations in 3D brain MRI, leveraging a simple convolu...

Jun 30 2026 42376832
Multi-omics approaches to parkinsonism: genomic, proteomic, and non-coding RNA perspectives.

Parkinson's disease (PD) is a progressive neurodegenerative disorder with significant variability associated with substantial loss of dopaminergic neu...

Jun 30 2026 42377625
Wearable sensor-based Mild Cognitive Impairment Identification: A Multi-Domain Gait Analysis Approach with Association Rule Mining.

Mild Cognitive Impairment (MCI) involves cognitive decline beyond age-expected norms without impairing daily function. Crucially, it often precedes de...

Jun 30 2026 42378146
Linking retinal sampling in neural encoding models to temporal profiles of visual processing in humans.

Retinotopic tuning of neural populations is a key organizing principle of human visual cortex. However, state-of-the-art models that predict neural re...

Jun 30 2026 42378260
Machine Learning-Based Identification and Ranking of Mortality Predictors After Hip Fracture Surgery: An Analysis of the Australian and New Zealand Hip Fracture Registry.

BACKGROUND: Hip fractures are a major global health issue with high mortality and morbidity, especially in older adults. One-year mortality post-surge...

Jun 30 2026 42378696
Body position classification using wearable sensors in infants with cerebral palsy.

Infants learn through everyday interactions with the physical and social environment. For infants with cerebral palsy (CP), motor impairments may disr...

Jun 30 2026 42379128
Enhancing anatomical recognition by surgeons during pelvic lymph node dissection using artificial intelligence.

The lateral pelvis is a critical anatomical region in colorectal, gynecological, and urological surgeries. However, its anatomical complexity and vari...

Jun 30 2026 42380252
From companion technologies to social care infrastructure: A multi-level perspective on loneliness-related support in dementia care in an era of artificial intelligence (AI).

Loneliness and social isolation are important psychosocial concerns in dementia care, but they are difficult to address through pharmacological treatm...

Jun 30 2026 42368305
Spinal x-ray based scoliosis diagnosis using deep learning: a comparison of YOLOv11 and ResNet.

OBJECTIVES: To develop and evaluate an automated deep learning framework for scoliosis detection from spinal radiographs and to compare the performanc...

Jun 30 2026 42371101
[Value of a deep learning-based visual model for predicting postoperative upper limb functional recovery after severe acute cervical spinal cord injury].

Objective: To assess the value of a deep learning-based visual model for predicting postoperative upper limb functional recovery after severe acute ce...

Jun 30 2026 42373469
FedFound: a federated foundation model for lifespan brain morphological connectome analysis.

The brain morphological connectome derived from structural MRI reflects inter-regional morphological relationships, providing a powerful representatio...

Jun 30 2026 42373765
Prediction modeling in transdiagnostic risk: results from the PROCAN study.

Identifying biomarkers for serious mental illnesses (SMI) has significant implications for early intervention and prevention. The current study uses m...

Jun 30 2026 42373960
Hybrid CNN transformer framework for EEG-based epileptic seizure detection.

Early diagnosis and early intervention are important in the treatment of epilepsy, so detecting epileptic seizures from EEG signal is very important. ...

Jun 30 2026 42374109
Postoperative cerebral infarction after major thoracic and abdominopelvic surgery: a retrospective single-centre cohort study of incidence, risk factors, and outcomes.

BACKGROUND: Postoperative cerebral infarction (POCI) is an uncommon but potentially fatal complication of major non-cardiac surgery and is associated ...

Jun 30 2026 42374193
Magnetic resonance imaging-based Alzheimer's disease detection using an EfficientNet-CMSACCN framework.

Alzheimer's Disease (AD) is a degenerative neurological condition characterized by memory loss, cognitive deterioration, and brain tissue shrinkage. D...

Jun 29 2026 42375925
Secondary prevention of recurrent ischemic stroke: from guidelines to precision medicine.

Recurrent ischemic stroke remains a major global health challenge, accounting for substantial disability and mortality despite advances in acute manag...

Jun 29 2026 42374519
From tumors to neurons: mass spectrometry imaging in spatial lipidomics.

Lipids are fundamental biomolecules that regulate cellular structure, energy metabolism, and signaling, and their dysregulation is increasingly implic...

Jun 29 2026 42370410
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