Prediction of positive pulmonary nodules based on machine learning algorithm combined with central carbon metabolism data.

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第一作者： Jian-Jun,Liu

第一单位： Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China.

作者： Jian-Jun,Liu ^[1] ; Wen-Bin,Shen ^[1] ; Qi-Rong,Qin ^[2] ; Jian-Wei,Li ^[1] ; Xue,Li ^[1] ; Meng-Yu,Liu ^[1] ; Wen-Lei,Hu ^[1] ; Yue-Yang,Wu ^[1] ; Fen,Huang ^[3]

作者单位： Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China. ^[1] Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China.;Ma'anshan Center for Disease Control and Prevention, Ma'anshan, Anhui, China. ^[2] Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, Anhui, China. fenh@ahmu.edu.cn. ^[3]

关键词 Central carbon metabolism Machine learning Predictive model Pulmonary nodule SHapley Additive exPlanations

主题词人类(Humans);肺肿瘤(Lung Neoplasms);癌症早期检测(Early Detection of Cancer);多发性肺结节(Multiple Pulmonary Nodules);算法(Algorithms);碳(Carbon)

DOI 10.1007/s00432-024-05610-y

PMID 38270703

发布时间 2024-03-24

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