A machine learning-based prediction model for postoperative delirium in cardiac valve surgery using electronic health records.

导出 OA

翻译打印收藏纠错

作者： Qiuying,Li ^[1] ; Jiaxin,Li ^[2] ; Jiansong,Chen ^[3] ; Xu,Zhao ^[4] ; Jian,Zhuang ^[5] ; Guoping,Zhong ^[6] ; Yamin,Song ^[7] ; Liming,Lei ^[8]

作者单位： Department of Cardiac Surgical Intensive Care Unit, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China.;Shantou University Medical College (SUMC), Shantou, 515041, China. ^[1] Department of Cardiac Surgical Intensive Care Unit, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China. ^[2] Department of Cardiovascular Surgery, Guangdong General Hospital's Nanhai Hospital, The Second People's Hospital of Nanhai District, Foshan, Guangdong, 528251, China. ^[3] Institute of Clinical Pharmacology, Guangdong Provincial Key Laboratory of New Drug Design and Evaluation, School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, Guangdong, China. ^[4] Department of Cardiovascular Surgery, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China.;Guangdong Provincial Key Laboratory of South China Structural Heart Disease, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China. ^[5] Institute of Clinical Pharmacology, Guangdong Provincial Key Laboratory of New Drug Design and Evaluation, School of Pharmaceutical Sciences, Sun Yat-Sen University, Guangzhou, Guangdong, China. zhonggp@mail.sysu.edu.cn. ^[6] Department of Cardiac Surgical Intensive Care Unit, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China. songyamin@gdph.org.cn. ^[7] Department of Cardiac Surgical Intensive Care Unit, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China. leiliming@gdph.org.cn.;Guangdong Provincial Key Laboratory of South China Structural Heart Disease, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China. leiliming@gdph.org.cn.;Shantou University Medical College (SUMC), Shantou, 515041, China. leiliming@gdph.org.cn. ^[8]

关键词 Cardiac valve surgery Machine learning Postoperative delirium Prediction model Random Forest Classifier

主题词人类(Humans);电子健康病历(Electronic Health Records);贝叶斯定理(Bayes Theorem);心脏外科手术(Cardiac Surgical Procedures);心脏瓣膜(Heart Valves)

DOI 10.1186/s12872-024-03723-3

PMID 38238677

发布时间 2024-11-12

翻译满意度评价：

准确一般字义偏差语意偏离译文作用小提交