Using machine learning to develop a stacking ensemble learning model for the CT radiomics classification of brain metastases.

导出 LinkOut

翻译打印收藏纠错

第一作者： Huai-Wen,Zhang

第一单位： Department of Radiotherapy, The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, Nanchang, 330029, China. 1761580890@qq.com.

作者： Huai-Wen,Zhang ^[1] ; Yi-Ren,Wang ^[2] ; Bo,Hu ^[3] ; Bo,Song ^[4] ; Zhong-Jian,Wen ^[5] ; Lei,Su ^[6] ; Xiao-Man,Chen ^[5] ; Xi,Wang ^[7] ; Ping,Zhou ^[8] ; Xiao-Ming,Zhong ^[9] ; Hao-Wen,Pang ^[10] ; You-Hua,Wang ^[11]

作者单位： Department of Radiotherapy, The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, Nanchang, 330029, China. 1761580890@qq.com. ^[1] School of Nursing, Southwest Medical University, Luzhou, 646000, China.;Wound Healing Basic Research and Clinical Application Key Laboratory of Luzhou, Southwest Medical University, Luzhou, 646000, China. ^[2] Key Laboratory of Nondestructive Testing (Ministry of Education), Nanchang Hang Kong University, Nanchang, 330063, China. ^[3] Department of Neurosurgery, Jingdezhen No.1 People's Hospital, Jingdezhen, 333000, China. ^[4] School of Nursing, Southwest Medical University, Luzhou, 646000, China. ^[5] School of Medical Information and Engineering, Southwest Medical University, Luzhou, 646000, China. ^[6] Department of Radiotherapy, The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, Nanchang, 330029, China. ^[7] Department of Nursing, The Affiliated Hospital of Southwest Medical University, Luzhou, 646000, China.;Department of Radiology, The Affiliated Hospital of Southwest Medical University, Luzhou, 646000, China. ^[8] Department of Radiotherapy, The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, Nanchang, 330029, China. 378136142@qq.com. ^[9] Department of Oncology, The Affiliated Hospital of Southwest Medical University, Luzhou, 646000, China. haowenpang@foxmail.com. ^[10] Department of Oncology, Gulin County People's Hospital, Gulin, 646500, China. 1129810010@qq.com. ^[11]

关键词 Artificial intelligence Machine learning Prediction model Radiomics Stacking ensemble learning