Image-Level Data Augmentation for Radiomics-Based Classification of Vital Versus Non-Vital Persistent Cervical Lymph Nodes After Chemoradiotherapy in HNSCC.

Simple Summary: After chemoradiotherapy for HNSCC, cervical lymph nodes persist despite treatment, yet only a subset harbor active tumors. Identifying vital from non-vital nodes on CT scans helps guide decisions. We developed a machine learning pipeline that extracts image features from CT scans and...

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Bibliographic Details
Published in:Cancers Vol. 18; no. 14; pp. 2293 - 2317
Main Authors: Naccour, Sara, Moawad, Assaad, Santer, Matthias, Dejaco, Daniel, Widmann, Gerlig, Kollotzek, Siegfried, Freysinger, Wolfgang
Format: diagnostic images equations & formulas research tables/charts Journal Article
Published: MDPI Jul2026
Online Access:View this record in EBSCOhost