Development and validation of a diagnostic model for early differentiation of sepsis and non-infectious SIRS in critically ill children - a data-driven approach using machine-learning algorithms

New Clinical Criteria for Sepsis in Children—Finally, What Is the Most Important Thing

(2017) Daniela Carla da Souza et al.   Pediatric Critical Care Medicine

The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3)

(2016) Mervyn Singer et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

The Clinical Challenge of Sepsis Identification and Monitoring

(2016) Jean-Louis Vincent   PLOS MEDICINE

Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration

(2015) Karel G.M. Moons et al.   ANNALS OF INTERNAL MEDICINE

Use of a Combination Biomarker Algorithm To Identify Medical Intensive Care Unit Patients with Suspected Sepsis at Very Low Likelihood of Bacterial Infection

(2015) Jennifer H. Han et al.   ANTIMICROBIAL AGENTS AND CHEMOTHERAPY

Fast differentiation of SIRS and sepsis from blood plasma of ICU patients using Raman spectroscopy

(2014) Ute Neugebauer et al.   Journal of Biophotonics

An AUC-based permutation variable importance measure for random forests

(2013) Silke Janitza et al.   BMC BIOINFORMATICS

Utility of Sepsis Biomarkers and the Infection Probability Score to Discriminate Sepsis and Systemic Inflammatory Response Syndrome in Standard Care Patients

(2013) Franz Ratzinger et al.   PLoS One

Comparison of imputation methods for missing laboratory data in medicine

(2013) Akbar K Waljee et al.   BMJ Open

In-line filtration reduces severe complications and length of stay on pediatric intensive care unit: a prospective, randomized, controlled trial

(2012) Thomas Jack et al.   INTENSIVE CARE MEDICINE

Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics

(2012) Anne-Laure Boulesteix et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

MissForest--non-parametric missing value imputation for mixed-type data

(2011) D. J. Stekhoven et al.   BIOINFORMATICS

AUC-RF: A New Strategy for Genomic Profiling with Random Forest

(2011) M. Luz Calle et al.   HUMAN HEREDITY

Biomarkers for the differentiation of sepsis and SIRS: the need for the standardisation of diagnostic studies

(2011) T. C. Hall et al.   IRISH JOURNAL OF MEDICAL SCIENCE

CDC/NHSN surveillance definition of health care–associated infection and criteria for specific types of infections in the acute care setting

(2008) Teresa C. Horan et al.   AMERICAN JOURNAL OF INFECTION CONTROL