Machine learning models for early sepsis recognition in the neonatal intensive care unit using readily available electronic health record data

Culture-Negative Early-Onset Neonatal Sepsis — At the Crossroad Between Efficient Sepsis Care and Antimicrobial Stewardship

(2018) Claus Klingenberg et al.   Frontiers in Pediatrics

Early sepsis detection in critical care patients using multiscale blood pressure and heart rate dynamics

(2017) Supreeth P. Shashikumar et al.   JOURNAL OF ELECTROCARDIOLOGY

Creating an automated trigger for sepsis clinical decision support at emergency department triage using machine learning

(2017) Steven Horng et al.   PLoS One

Prediction of In-hospital Mortality in Emergency Department Patients With Sepsis: A Local Big Data-Driven, Machine Learning Approach

(2016) R. Andrew Taylor et al.   ACADEMIC EMERGENCY MEDICINE

Nearest neighbor imputation algorithms: a critical evaluation

(2016) Lorenzo Beretta et al.   BMC Medical Informatics and Decision Making

A computational approach to early sepsis detection

(2016) Jacob S. Calvert et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Defining neonatal sepsis

(2016) James L. Wynn   CURRENT OPINION IN PEDIATRICS

Global, regional, national, and selected subnational levels of stillbirths, neonatal, infant, and under-5 mortality, 1980–2015: a systematic analysis for the Global Burden of Disease Study 2015

(2016) Haidong Wang et al.   LANCET

Vital signs and their cross-correlation in sepsis and NEC: a study of 1,065 very-low-birth-weight infants in two NICUs

(2016) Karen D. Fairchild et al.   PEDIATRIC RESEARCH

Association Between Antibiotic Use and Neonatal Mortality and Morbidities in Very Low-Birth-Weight Infants Without Culture-Proven Sepsis or Necrotizing Enterocolitis

(2016) Joseph Y. Ting et al.   JAMA Pediatrics

Heart rate variability analysis is more sensitive at identifying neonatal sepsis than conventional vital signs

(2015) Fredrick J. Bohanon et al.   AMERICAN JOURNAL OF SURGERY

Heart rate characteristic index monitoring for bloodstream infection in an NICU: a 3-year experience

(2015) Sarah A Coggins et al.   Archives of Disease in Childhood-Fetal and Neonatal Edition

Challenges in the diagnosis and management of neonatal sepsis

(2015) A. Zea-Vera et al.   JOURNAL OF TROPICAL PEDIATRICS

Global, regional, and national causes of child mortality in 2000–13, with projections to inform post-2015 priorities: an updated systematic analysis

(2015) Li Liu et al.   LANCET

Sepsis: a roadmap for future research

(2015) Jonathan Cohen et al.   LANCET INFECTIOUS DISEASES

Prediction Models for Neonatal Health Care-Associated Sepsis: A Meta-analysis

(2015) E. H. Verstraete et al.   PEDIATRICS

Development, implementation, and impact of an automated early warning and response system for sepsis

(2014) Craig A. Umscheid et al.   Journal of Hospital Medicine

Risk Factors Associated With Laboratory-confirmed Bloodstream Infections in a Tertiary Neonatal Intensive Care Unit

(2014) Michael A. Padula et al.   PEDIATRIC INFECTIOUS DISEASE JOURNAL

Interplay between sepsis and chronic health

(2014) Sachin Yende et al.   TRENDS IN MOLECULAR MEDICINE

A survey on feature selection methods

(2013) Girish Chandrashekar et al.   COMPUTERS & ELECTRICAL ENGINEERING

Medical decision support using machine learning for early detection of late-onset neonatal sepsis

(2013) Subramani Mani et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

From vital signs to clinical outcomes for patients with sepsis: a machine learning basis for a clinical decision support system

(2013) Eren Gultepe et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Multi-class AdaBoost

(2013) Trevor Hastie et al.   Statistics and Its Interface

Complex signals bioinformatics: evaluation of heart rate characteristics monitoring as a novel risk marker for neonatal sepsis

(2013) Douglas E. Lake et al.   JOURNAL OF CLINICAL MONITORING AND COMPUTING

Principled missing data methods for researchers

(2013) Yiran Dong et al.   SpringerPlus

Chronic Medical Conditions and Risk of Sepsis

(2012) Henry E. Wang et al.   PLoS One

Prolonged Initial Empirical Antibiotic Treatment is Associated with Adverse Outcomes in Premature Infants

(2011) Venkata S. Kuppala et al.   JOURNAL OF PEDIATRICS

Early Onset Neonatal Sepsis: The Burden of Group B Streptococcal and E. coli Disease Continues

(2011) B. J. Stoll et al.   PEDIATRICS

Impact of the Surviving Sepsis Campaign protocols on hospital length of stay and mortality in septic shock patients: Results of a three-year follow-up quasi-experimental study*

(2010) Álvaro Castellanos-Ortega et al.   CRITICAL CARE MEDICINE

Neonatal Outcomes of Extremely Preterm Infants From the NICHD Neonatal Research Network

(2010) B. J. Stoll et al.   PEDIATRICS

Learning from Imbalanced Data

(2009) Haibo He et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Effects of Volume and Site of Blood Draw on Blood Culture Results

(2009) W. I. Gonsalves et al.   JOURNAL OF CLINICAL MICROBIOLOGY

Early and Late Onset Sepsis in Late Preterm Infants

(2009) Michael Cohen-Wolkowiez et al.   PEDIATRIC INFECTIOUS DISEASE JOURNAL

Neonatal Sepsis

(2008) Shamim A. Qazi et al.   PEDIATRIC INFECTIOUS DISEASE JOURNAL

Prolonged Duration of Initial Empirical Antibiotic Treatment Is Associated With Increased Rates of Necrotizing Enterocolitis and Death for Extremely Low Birth Weight Infants

(2008) C. M. Cotten et al.   PEDIATRICS