Article

Central Signs Predict Antiganglioside Antibodies in Guillain–Barré Syndrome: A Machine Learning-Based Analysis

2025-08-20

Abstract excerpt

<title>Abstract</title> <p>Objective To investigate the association between central nervous system (CNS) signs and antiganglioside antibody profiles in patients with Guillain–Barré syndrome (GBS), and to evaluate the predictive value of clinical features for GM2 antibody positivity using logistic regression and machine learning models. Methods A total of 200 patients with GBS were retrospectively analyzed. Clinic...

Topics

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

Identifiers and source

Literature Corpus work: 7f4930ba-00a3-50fc-a26b-03e5760bd738
DOI: 10.21203/rs.3.rs-6546968/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Central Signs Predict Antiganglioside Antibodies in Guillain–Barré Syndrome: A Machine Learning-Based AnalysisDOI 10.21203/rs.3.rs-6546968/v1Read

Anti-ganglioside antibodies profile in Guillain-Barré syndrome: Correlation with clinical features, electrophysiological pattern, and outcomeSemantic proximity Read

Diagnostic Performance of Cerebrospinal Fluid Albumin and Immunoglobulin Quotients in Differentiating Viral Encephalitis, Para- infectious Encephalopathy, and Autoimmune Encephalitis: A Retrospective Cohort StudySemantic proximity Read

Clinical Characteristics of Guillain‐Barré syndrome in Shenzhen: A Retrospective StudySemantic proximity Read

Guideline for the diagnosis, treatment and response criteria for Bing-Neel syndrome.Semantic proximity Read

Extensive cytokine biomarker analysis in serum of Guillain-Barré syndrome patientsSemantic proximity Read

[Clinical features and modern diagnostic criteria of the disease associated with myelin oligodendrocyte glycoprotein antibody disease].Semantic proximity Read

Prevalence of Anti-Ganglioside Antibodies and Their Clinical Correlates with Guillain-Barré Syndrome in Korea: A Nationwide Multicenter StudySemantic proximity Read

Clinical Variants and Evaluation of Clinical Severity of Guillain Barre Syndrome in a Tertiary Care Hospital of NepalSemantic proximity Read

Development and validation of a new model for the early diagnosis of tuberculous meningitis in adults based on simple clinical and laboratory parametersSemantic proximity Read

An Exploratory Approach of Clinically Useful Biomarkers of Cvid by Logistic RegressionSemantic proximity Read

Miller Fisher Syndrome Overlapping Pharyngeal-Cervical-Brachial Variant Guillain-Barré Syndrome: A Case Report with Triple Ganglioside Antibody ProfileSemantic proximity Read

Guillain-Barré Syndrome (GBS) – More Haste, Less SpeedSemantic proximity Read