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Support vector machine-based preoperative identification of IDH-Mutant low-grade gliomas in adult gliomas using clinical features

Abstract Background The preoperative identification of (isocitrate dehydrogenase) IDH-mutant low-grade gliomas (LGGs) is critical for personalized treatment planning. We aimed to develop a streamlined machine-learning model using key clinical features for rapid and accurate preoperative prediction....

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Principais autores: Wei Chen, Guo-Hao Huang, Peng Ren, Fei Li, Sheng-Qing Lv
Format: Artigo
Sprog:Inglês
Udgivet: BMC 2025-10-01
Serier:BMC Neurology
Fag:
SVM
Preoperative prediction
IDH-Mutant LGGs
Clinical features
Online adgang:https://doi.org/10.1186/s12883-025-04435-7
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