Machine learning-derived prediction of in-hospital mortality in patients with severe acute respiratory infection: analysis of claims data from the German-wide Helios hospital network

被引:0
作者
Johannes Leiner
Vincent Pellissier
Sebastian König
Sven Hohenstein
Laura Ueberham
Irit Nachtigall
Andreas Meier-Hellmann
Ralf Kuhlen
Gerhard Hindricks
Andreas Bollmann
机构
[1] Heart Center Leipzig at University of Leipzig,Department of Electrophysiology
[2] Helios Health Institute,Real World Evidence and Health Technology Assessment
[3] Helios Hospitals,Department of Infectious Diseases and Infection Prevention
[4] Helios Health,Institute of Hygiene and Environmental Medicine
[5] Helios Hospital Emil-von-Behring,Clinic for Cardiology
[6] Charité - Universitaetsmedizin Berlin,undefined
[7] University Hospital Leipzig,undefined
来源
Respiratory Research | / 23卷
关键词
Mortality prediction models; Machine learning; Severe acute respiratory infection; Administrative data;
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[21]  
Rao PC(2020)Evaluating risk prediction models for adults with heart failure: A systematic literature review PLoS ONE 55 3-1692
[22]  
Khalil I(2014)Risk prediction in patients with heart failure: a systematic review and analysis JACC Heart Fail 27 355-1701
[23]  
Brown A(2020)Improving risk prediction in heart failure using machine learning Eur J Heart Fail 44 2623-3957
[24]  
Swartz S(2021)Machine ​learning algorithms for claims data-based prediction of in-hospital mortality in patients with heart failure ESC Heart Fail 2020 1683-S72
[25]  
Fullman N(2005)Coding algorithms for defining comorbidities in ICD-9-CM and ICD-10 administrative data Med Care 70 1693-18
[26]  
Mosser J(2017)Identifying increased risk of readmission and in-hospital mortality using hospital administrative data: the AHRQ Elixhauser comorbidity index Med Care 43 e003846-undefined
[27]  
Thompson RL(2020)A tutorial on calibration measurements and calibration models for clinical prediction models J Am Med Inform Assoc 113 3947-undefined
[28]  
Reiner RC(1988)Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach Biometrics 113 S27-undefined
[29]  
Murthy S(2020)Eine höhere Letalität und lange Beatmungsdauer unterscheiden COVID-19 von schwer verlaufenden Atemwegsinfektionen in Grippewellen Epid Bull 10 17-undefined
[30]  
Archambault PM(2021)Body mass index and risk for COVID-19-related hospitalization, intensive care unit admission, invasive mechanical ventilation, and death—United States, March-December 2020 Morb Mortal Wkly Rep 39 undefined-undefined