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

Fitzner J(2018)Revision of clinical case definitions: influenza-like illness and severe acute respiratory infection Bull World Health Organ 96 122-128

Qasmieh S(1872)Critically Ill patients with 2009 influenza A(H1N1) infection in Canada JAMA 2009 302-1161

Mounts AW(2012)The community impact of the 2009 influenza pandemic in the WHO European Region: a comparison with historical seasonal data from 28 countries BMC Infect Dis 12 36-E188

Alexander B(2017)Estimates of the global, regional, and national morbidity, mortality, and aetiologies of lower respiratory tract infections in 195 countries: a systematic analysis for the Global Burden of Disease Study 2015 Lancet Infect Dis 17 1133-828

Besselaar T(2021)Characteristics and outcomes of patients with COVID-19 admitted to hospital and intensive care in the first phase of the pandemic in Canada: a national cohort study CMAJ Open 9 E181-126

Briand S(2016)The Intensive Care Global Study on Severe Acute Respiratory Infection (IC-GLOSSARI): a multicenter, multinational, 14-day inception cohort study Intensive Care Med 42 817-1207

Brown C(2017)Establishing an ICD-10 code based SARI-surveillance in Germany – description of the system and first results from five recent influenza seasons BMC Public Health 14 116-366

Clark S(2021)Machine learning for clinical outcome prediction IEEE Rev Biomed Eng 4 1197-382

Dueger E(2020)Comparison of deep learning with regression analysis in creating predictive models for SARS-CoV-2 outcomes BMC Med Inform Decis Mak 38 347-101

Gross D(2020)Open resource of clinical data from patients with pneumonia for the prediction of COVID-19 outcomes via deep learning Nat Biomed Eng 10 203-250

Fitzner J(2018)Revision of clinical case definitions: influenza-like illness and severe acute respiratory infection Bull World Health Organ 96 122-128

Qasmieh S(1872)Critically Ill patients with 2009 influenza A(H1N1) infection in Canada JAMA 2009 302-1161

Mounts AW(2012)The community impact of the 2009 influenza pandemic in the WHO European Region: a comparison with historical seasonal data from 28 countries BMC Infect Dis 12 36-E188

Alexander B(2017)Estimates of the global, regional, and national morbidity, mortality, and aetiologies of lower respiratory tract infections in 195 countries: a systematic analysis for the Global Burden of Disease Study 2015 Lancet Infect Dis 17 1133-828

Besselaar T(2021)Characteristics and outcomes of patients with COVID-19 admitted to hospital and intensive care in the first phase of the pandemic in Canada: a national cohort study CMAJ Open 9 E181-126

Briand S(2016)The Intensive Care Global Study on Severe Acute Respiratory Infection (IC-GLOSSARI): a multicenter, multinational, 14-day inception cohort study Intensive Care Med 42 817-1207

Brown C(2017)Establishing an ICD-10 code based SARI-surveillance in Germany – description of the system and first results from five recent influenza seasons BMC Public Health 14 116-366

Clark S(2021)Machine learning for clinical outcome prediction IEEE Rev Biomed Eng 4 1197-382

Dueger E(2020)Comparison of deep learning with regression analysis in creating predictive models for SARS-CoV-2 outcomes BMC Med Inform Decis Mak 38 347-101

Gross D(2020)Open resource of clinical data from patients with pneumonia for the prediction of COVID-19 outcomes via deep learning Nat Biomed Eng 10 203-250