The impact of the combat method on radiomics feature compensation and analysis of scanners from different manufacturers

• Main Authors: Zhang, Xiaolei, Iqbal bin Saripan, M., Wu, Yanjun, Wang, Zhongxiao, Wen, Dong, Cao, Zhendong, Wang, Bingzhen, Xu, Shiqi, Liu, Yanli, Marhaban, Mohammad Hamiruce, Dong, Xianling
• 格式: Article
• 語言: English
• 出版: BioMed Central 2024
• 在線閱讀: http://psasir.upm.edu.my/id/eprint/113473/1/113473.pdf; http://psasir.upm.edu.my/id/eprint/113473/; https://bmcmedimaging.biomedcentral.com/articles/10.1186/s12880-024-01306-4

Background: This study investigated whether the Combat compensation method can remove the variability of radiomic features extracted from different scanners, while also examining its impact on the subsequent predictive performance of machine learning models. Materials and methods: 135 CT images of C...