Machine learning for the prediction of sepsis-related death: a systematic review and meta-analysis

[1] Singer M(2016)The Third International Consensus definitions for Sepsis and septic shock (Sepsis-3) JAMA 315 801-10

[2] Deutschman CS(2017)Recognizing Sepsis as a Global Health Priority - A WHO Resolution N Engl J Med 377 414-7

[3] Seymour CW(2016)Assessment of Global Incidence and Mortality of Hospital-treated Sepsis. Current estimates and limitations Am J Respir Crit Care Med 193 259-72

[4] Shankar-Hari M(2020)Global, regional, and national sepsis incidence and mortality, 1990–2017: analysis for the global burden of Disease Study Lancet (London England) 395 200-11

[5] Annane D(2014)Assessment of the worldwide burden of critical Illness: the intensive care over nations (ICON) audit The Lancet Respiratory Medicine 2 380-6

[6] Bauer M(2020)Incidence and mortality of hospital- and ICU-treated sepsis: results from an updated and expanded systematic review and meta-analysis Intensive Care Med 46 1552-62

[7] Bellomo R(1993)A new simplified Acute Physiology score (SAPS II) based on a European/North American multicenter study JAMA 270 2957-63

[8] Bernard GR(1985)APACHE II: a severity of Disease classification system Crit Care Med 13 818-29

[9] Chiche JD(1996)The SOFA (Sepsis-related Organ failure Assessment) score to describe organ dysfunction/failure. On behalf of the Working Group on Sepsis-related problems of the European Society of Intensive Care Medicine Intensive Care Med 22 707-10

[10] Coopersmith CM(2005)Limited ability of SOFA and MOD scores to discriminate outcome: a prospective evaluation in 1,436 patients Can J Anaesth = J Canadien D’anesthesie 52 302-8

[1] Singer M(2016)The Third International Consensus definitions for Sepsis and septic shock (Sepsis-3) JAMA 315 801-10

[2] Deutschman CS(2017)Recognizing Sepsis as a Global Health Priority - A WHO Resolution N Engl J Med 377 414-7

[3] Seymour CW(2016)Assessment of Global Incidence and Mortality of Hospital-treated Sepsis. Current estimates and limitations Am J Respir Crit Care Med 193 259-72

[4] Shankar-Hari M(2020)Global, regional, and national sepsis incidence and mortality, 1990–2017: analysis for the global burden of Disease Study Lancet (London England) 395 200-11

[5] Annane D(2014)Assessment of the worldwide burden of critical Illness: the intensive care over nations (ICON) audit The Lancet Respiratory Medicine 2 380-6

[6] Bauer M(2020)Incidence and mortality of hospital- and ICU-treated sepsis: results from an updated and expanded systematic review and meta-analysis Intensive Care Med 46 1552-62

[7] Bellomo R(1993)A new simplified Acute Physiology score (SAPS II) based on a European/North American multicenter study JAMA 270 2957-63

[8] Bernard GR(1985)APACHE II: a severity of Disease classification system Crit Care Med 13 818-29

[9] Chiche JD(1996)The SOFA (Sepsis-related Organ failure Assessment) score to describe organ dysfunction/failure. On behalf of the Working Group on Sepsis-related problems of the European Society of Intensive Care Medicine Intensive Care Med 22 707-10

[10] Coopersmith CM(2005)Limited ability of SOFA and MOD scores to discriminate outcome: a prospective evaluation in 1,436 patients Can J Anaesth = J Canadien D’anesthesie 52 302-8