Development of a prognostic model for mortality in COVID-19 infection using machine learning.
作者： Adam L. Booth , Elizabeth Abels , Peter McCaffrey
DOI: 10.1038/S41379-020-00700-X
关键词:
摘要: … Coronavirus disease 2019 (COVID-19) is a novel disease … infection with severe acute respiratory syndrome coronavirus 2 … of COVID-19 requires the identification of patient mortality risk …
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scilit.net参考文章(35)
Jon C. Aster, Abul K. Abbas, Vinay Kumar, James A. Perkins, Robbins & Cotran Pathologic Basis of Disease ,(2004)
Craig K. Enders, Applied Missing Data Analysis ,(2010)
S.J. Shankland, The podocyte's response to injury: Role in proteinuria and glomerulosclerosis Kidney International. ,vol. 69, pp. 2131- 2147 ,(2006) , 10.1038/SJ.KI.5000410
Yves Grandvalet, Johnny Mariethoz, Samy Bengio, A Probabilistic Interpretation of SVMs with an Application to Unbalanced Classification neural information processing systems. ,vol. 18, pp. 467- 474 ,(2005)
John W. Graham, Missing data analysis: making it work in the real world. Annual Review of Psychology. ,vol. 60, pp. 549- 576 ,(2009) , 10.1146/ANNUREV.PSYCH.58.110405.085530
Yuan Luo, Peter Szolovits, Anand S. Dighe, Jason M. Baron, Using Machine Learning to Predict Laboratory Test Results American Journal of Clinical Pathology. ,vol. 145, pp. 778- 788 ,(2016) , 10.1093/AJCP/AQW064
Jacopo Colombo, A Commentary on albumin in acidosis International journal of critical illness and injury science. ,vol. 7, pp. 12- 13 ,(2017) , 10.4103/2229-5151.201959
Saeed Hassanpour, Bruno Korbar, AndreaM Olofson, AllenP Miraflor, CatherineM Nicka, MatthewA Suriawinata, Lorenzo Torresani, AriefA Suriawinata, Deep Learning for Classification of Colorectal Polyps on Whole-slide Images. Journal of Pathology Informatics. ,vol. 8, pp. 30- 30 ,(2017) , 10.4103/JPI.JPI_34_17
Christian J Wiedermann, Wolfgang Wiedermann, Michael Joannidis, Causal relationship between hypoalbuminemia and acute kidney injury World journal of nephrology. ,vol. 6, pp. 176- 187 ,(2017) , 10.5527/WJN.V6.I4.176
Michael Lichtenauer, Bernhard Wernly, Bernhard Ohnewein, Marcus Franz, Bjoern Kabisch, Johanna Muessig, Maryna Masyuk, Alexander Lauten, Paul Schulze, Uta Hoppe, Malte Kelm, Christian Jung, The Lactate/Albumin Ratio: A Valuable Tool for Risk Stratification in Septic Patients Admitted to ICU International Journal of Molecular Sciences. ,vol. 18, pp. 1893- ,(2017) , 10.3390/IJMS18091893