Machine Learning Used to Compare the Diagnostic Accuracy of Risk Factors, Clinical Signs and Biomarkers and to Develop a New Prediction Model for Neonatal Early-onset Sepsis.

Abstract

Authors

• Martin Stocker
  From the Department of Paediatrics, Neonatal and Paediatric Intensive Care Unit, Children's Hospital Lucerne, Lucerne.
• Imant Daunhawer
  Adaptive Systems and Medical Data Science, Department of Mathematics and Computer Science, University of Basel, Basel, Switzerland.
• Wendy van Herk
  Department of Paediatrics, Division of Paediatric Infectious Diseases and Immunology, Erasmus MC University Medical Centre-Sophia Children's Hospital, Rotterdam, The Netherlands.
• Salhab El Helou
  Division of Neonatology, McMaster University Children's Hospital, Hamilton Health Sciences, Hamilton, ON, Canada.
• Sourabh Dutta
  Division of Neonatology, McMaster University Children's Hospital, Hamilton Health Sciences, Hamilton, ON, Canada.
• Frank A B A Schuerman
  Department of Neonatal Intensive Care Unit, Isala Women and Children's Hospital, Zwolle.
• Rita K van den Tooren-de Groot
  Department of Paediatrics, Haaglanden Medical Centre, 's Gravenhage, The Netherlands.
• Jantien W Wieringa
  Department of Paediatrics, Haaglanden Medical Centre, 's Gravenhage, The Netherlands.
• Jan Janota
  Department of Obstetrics and Gynecology, Motol University Hospital, Second Medical Faculty, Prague, Czech Republic.
• Laura H van der Meer-Kappelle
  Department of Neonatology, Reinier de Graaf Gasthuis, Delft.
• Rob Moonen
  Department of Neonatology, Zuyderland Medical Centre, Heerlen.
• Sintha D Sie
  Department of Neonatology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam.
• Esther de Vries
  Department of Jeroen Bosch Academy Research, Jeroen Bosch Hospital, 's-Hertogenbosch.
• Albertine E Donker
  Department of Paediatrics, Maxima Medical Centre, Veldhoven, The Netherlands.
• Urs Zimmerman
  Department of Paediatrics, Kantonsspital Winterthur, Winterthur.
• Luregn J Schlapbach
  Neonatal and Pediatric Intensive Care Unit, Children`s Research Center, University Children's Hospital Zurich, Zurich, Switzerland.
• Amerik C de Mol
  Department of Neonatology, Albert Schweitzer Hospital, Dordrecht.
• Angelique Hoffmann-Haringsma
  Department of Neonatology, Sint Franciscus Gasthuis, Rotterdam, The Netherlands.
• Madan Roy
  Department of Neonatology, St. Josephs Healthcare, Hamilton Health Sciences, Hamilton, ON, Canada.
• Maren Tomaske
  Department of Paediatrics, Stadtspital Triemli, Zürich, Switzerland.
• René F Kornelisse
  Department of Paediatrics, Division of Neonatology, Erasmus MC University Medical Centre-Sophia Children's Hospital, Rotterdam.
• Juliette van Gijsel
  Therapeuticum Utrecht, Utrecht.
• Frans B Plötz
  Department of Pediatrics, Tergooi Hospital, Blaricum, the Netherlands and Amsterdam University Medical Center, Department of Pediatrics, Amsterdam, The Netherlands.
• Sven Wellmann
  Division of Neonatology, University of Basel Children's Hospital (UKBB), Basel, Switzerland. sven.wellmann@ukbb.ch.
• Niek B Achten
  Department of Pediatrics, Tergooi Hospital, Blaricum, the Netherlands and Amsterdam University Medical Center, Department of Pediatrics, Amsterdam, The Netherlands.
• Dirk Lehnick
  Department of Health Sciences and Medicine, Head Biostatistics and Methodology, University of Lucerne, Lucerne, Switzerland.
• Annemarie M C van Rossum
  Department of Paediatrics, Division of Paediatric Infectious Diseases and Immunology, Erasmus MC University Medical Centre-Sophia Children's Hospital, Rotterdam, The Netherlands.
• Julia E Vogt

Keywords

External Resources