Article

CSF-EEG FusionNet: A Novel EEG-Based Algorithm for Detecting Brainstem Distress in Chiari Malformation Patients

2025-10-08

Abstract excerpt

<title>Abstract</title> <p>Chiari Malformation Type I (CM-I) is a neurological disorder in which cerebellar tonsils herniate into the spinal canal, disrupting cerebrospinal fluid (CSF) flow and potentially causing brainstem distress. While MRI provides structural information, it often fails to explain functional symptoms such as headaches, cognitive slowing, and autonomic dysfunction. This study introduces CSF-EE...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 672361b6-52aa-5198-aaa9-e9981bf90863
DOI: 10.21203/rs.3.rs-7775546/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

CSF-EEG FusionNet: A Novel EEG-Based Algorithm for Detecting Brainstem Distress in Chiari Malformation PatientsDOI 10.21203/rs.3.rs-7775546/v1Read

Derivation, External Validation and Clinical Implications of a deep learning approach for intracranial pressure estimation using non-cranial waveform measurementsSemantic proximity Read

Towards a Universal Map of EEG: A semantic, low-dimensional manifold for EEG Classification, Clustering and PrognosticationSemantic proximity Read

Attentive CNN EEG or ACE-SeizNet: An Attention-Enhanced CNN Model for Automated EEG-Based Seizure Detection through Multi-Domain Deep Feature FusionSemantic proximity Read

Network-based biomarkers in background electroencephalography in childhood epilepsies – A scoping review and narrative synthesisSemantic proximity Read

Discovering Novel intracranial EEG Biomarkers of Seizure Generating Tissue through Time-Frequency AnalysisSemantic proximity Read

Automated EEG Classification to Track Levels of ConsciousnessSemantic proximity Read

Evaluating and Validating an Artificial Intelligence Model for Automated Electroencephalogram Analysis: Implications for Clinical PracticeSemantic proximity Read

Non-invasive intracranial pressure waveform reconstruction with deep learningSemantic proximity Read

Comparison of 11 High Frequency Oscillation (HFO) Detectors across Scalp and Intracranial EEG to Evaluate Clinical UtilitySemantic proximity Read

Decoding Dystonia: unveiling neural patterns with interpretable EEG-Based Machine LearningSemantic proximity Read

Aberrant brain-heart coupling is associated with the severity and prognosis of hypoxic-ischemic brain injury after cardiac arrestSemantic proximity Read

Toward Unified Biomarkers for Focal EpilepsySemantic proximity Read