Neurology

Parkinson's Disease

Latest AI and machine learning research in parkinson's disease for healthcare professionals.

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Struct-GStream: Towards Efficient Free-Viewpoint Video Streaming at Low-Bitrates with Structured 3D Gaussians

Constructing photorealistic Free-Viewpoint Videos (FVVs) of dynamic scenes from a set of posed 2D im...

Beyond Facial Consistency: Personalized Person Image Generation with Holistic Identity Preservation

Personalized person image generation requires preserving subject identity across both local facial d...

Diagnosing Rejection Collapse via Uncertainty Decomposition

Standard uncertainty-informed rejection can unexpectedly trigger severe performance collapse, exposi...

Interpretable gene networks from single-cell foundation models reveal conserved neurogenic dysfunction in Parkinson's disease

Interpreting large-scale singlecell transcriptomic data remains a major challenge for understanding ...

Bifurcation Structure and Cross Nuclei Universality Govern Frequency-Selective Deep Brain Stimulation

High-frequency deep brain stimulation (DBS, >90 Hz) reliably suppresses Parkinsonian motor symptoms,...

ProtBLIP2-SST: Protein Function Prediction via BLIP2 with Sequence, Structure, and Text

Protein function prediction traditionally relies on structured gene ontology (GO) labels or multi-la...

GaitEncoder: A Foundation Model of Gait Kinematics for Diverse Clinical Applications and Pathologies

Quantitative gait analysis could enhance personalized treatment for many movement-related conditions...

Explainable machine learning for the prediction of motor fluctuations and Levodopa-induced dyskinesias in Parkinson's disease

Background: Motor complications, such as motor fluctuations and Levodopa-induced dyskinesias (LID), ...

Accelerometry-Derived REM Sleep Behavior Disorder Predicts Future Parkinson's Disease in the UK Biobank

Estimating Parkinson's disease (PD) risk years before diagnosis remains an unmet need. We applied a ...

A Wearable Plantar Pressure System for Early Warning of Freezing of Gait Based on Time-Frequency and State-Space Modeling

Freezing of gait (FoG) in Parkinson's disease is a brief but hazardous gait failure that often prece...

DeCoFlow: Structural Decomposition of Normalizing Flows for Continual Anomaly Detection

In industrial environments, new product categories arrive sequentially, requiring continual anomaly ...

Symptom-based phenotype discovery in motor neuron disease using natural language processing of electronic health records

Background: Motor neuron disease (MND) is a fatal neurodegenerative condition with significant clini...

Neural Phase Correlation

Correspondence is fundamentally relational: it seeks the unknown transformation between two observat...

Network analysis of α-synuclein pathology progression reveals p21-activated kinases as regulators of vulnerability

-Synuclein misfolding and progressive accumulation drive a pathogenic process in Parkinson's disease...

Interpretable Temporal Facial-Region Motion Analysis for In-the-Wild Parkinson's Disease Video Classification

Reduced facial expressivity is a common motor manifestation of Parkinson's disease (PD), often descr...

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