An interpretable MRI-based radiomics model predicting the prognosis of high-intensity focused ultrasound ablation of uterine fibroids

被引:0
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作者
Chengwei Li
Zhimin He
Fajin Lv
Yang Liu
Yan Hu
Jian Zhang
Hui Liu
Si Ma
Zhibo Xiao
机构
[1] Chongqing Medical University,State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering
[2] The First Affiliated Hospital of Chongqing Medical University,Department of Radiology
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关键词
Machine learning; Radiomics; HIFU; Uterine fibroid; Magnetic resonance imaging;
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摘要
Radiomics models can be used to effectively predict the prognosis of fibroids treated with HIFU.The heterogeneity of fibroids can be characterized by various radiomics features.The application of SHAP can be used to visually explain the prediction process of radiomics models.
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