The radiomic-clinical model using the SHAP method for assessing the treatment response of whole-brain radiotherapy: a multicentric study

Objective To develop and validate a pretreatment magnetic resonance imaging (MRI)–based radiomic-clinical model to assess the treatment response of whole-brain radiotherapy (WBRT) by using SHapley Additive exPlanations (SHAP), which is derived from game theory, and can explain the output of differen...

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Veröffentlicht in:	European radiology 2022-12, Vol.32 (12), p.8737-8747
Hauptverfasser:	Wang, Yixin, Lang, Jinwei, Zuo, Joey Zhaoyu, Dong, Yaqin, Hu, Zongtao, Xu, Xiuli, Zhang, Yongkang, Wang, Qinjie, Yang, Lizhuang, Wong, Stephen T. C., Wang, Hongzhi, Li, Hai
Format:	Artikel
Sprache:	eng
Schlagworte:	Brain Brain - diagnostic imaging Brain Neoplasms - diagnostic imaging Brain Neoplasms - radiotherapy Diagnostic Radiology Feature extraction Game theory Health care facilities Health services Humans Imaging Imaging Informatics and Artificial Intelligence Internal Medicine Interventional Radiology Learning algorithms Machine Learning Magnetic resonance imaging Magnetic Resonance Imaging - methods Medicine Medicine & Public Health Metastases Metastasis Neuroimaging Neuroradiology Oncology Patients Radiation therapy Radiology Radiomics Retrospective Studies Support vector machines Training Tumors Ultrasound
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