Comparison of State-of-the-Art Neural Network Survival Models with the Pooled Cohort Equations for Cardiovascular Disease Risk Prediction.

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作者： Yu,Deng ^[1] ; Lei,Liu ^[2] ; Hongmei,Jiang ^[3] ; Yifan,Peng ^[4] ; Yishu,Wei ^[3] ; Zhiyang,Zhou ^[5] ; Yizhen,Zhong ^[1] ; Yun,Zhao ^[6] ; Xiaoyun,Yang ^[7] ; Jingzhi,Yu ^[7] ; Zhiyong,Lu ^[8] ; Abel,Kho ^[1] ; Hongyan,Ning ^[7] ; Norrina B,Allen ^[7] ; John T,Wilkins ^[7] ; Kiang,Liu ^[7] ; Donald M,Lloyd-Jones ^[7] ; Lihui,Zhao ^[9]

作者单位： Center for Health Information Partnerships, Northwestern University Feinberg School of Medicine, Chicago, IL, USA. ^[1] Division of Biostatistics, Washington University in St. Louis, St. Louis, MO, USA. ^[2] Department of Statistics and Data Science, Northwestern University, Chicago, IL, USA. ^[3] Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA. ^[4] Department of Statistics, University of Manitoba, Winnipeg, MB, Canada. ^[5] Department of Computer Science, University of California, Santa Barbara, CA, USA. ^[6] Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA. ^[7] National Center for Biotechnology Information, National Library of Medicine, National Institute of Health, Bethesda, MD, USA. ^[8] Center for Health Information Partnerships, Northwestern University Feinberg School of Medicine, Chicago, IL, USA. lihui.zhao@northwestern.edu.;Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA. lihui.zhao@northwestern.edu. ^[9]

关键词 Artificial intelligence Cardiovascular disease Cox regression Deep learning Machine learning Neural network Pooled Cohort Equations Predictive modeling Survival analysis