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AI-powered classification and network analysis for knowledge mapping in medicine: a century of neurosyphilis research

Abstract Background Tracking the evolution of scientific knowledge is challenging due to the scale and complexity of the biomedical literature. Neurosyphilis is a clinically complex and historically stigmatized condition that remains difficult to diagnose and manage. Its underexplored literature off...

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Main Authors: Justine Falciola, Myriam Lamrayah, François R. Herrmann, Alexandre Wenger, Laurence Toutous Trellu
Format: Artigo
Language:Inglês
Published: BMC 2025-12-01
Series:BMC Medical Research Methodology
Subjects:
Neurosyphilis
Syphilis
Data network
Large language model
Knowledge mapping
Scoping review
Online Access:https://doi.org/10.1186/s12874-025-02750-8
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