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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.
Stocker, Martin; Daunhawer, Imant; van Herk, Wendy; El Helou, Salhab; Dutta, Sourabh; Schuerman, Frank A B A; van den Tooren-de Groot, Rita K; Wieringa, Jantien W; Janota, Jan; van der Meer-Kappelle, Laura H; Moonen, Rob; Sie, Sintha D; de Vries, Esther; Donker, Albertine E; Zimmerman, Urs; Schlapbach, Luregn J; de Mol, Amerik C; Hoffmann-Haringsma, Angelique; Roy, Madan; Tomaske, Maren; Kornelisse, René F; van Gijsel, Juliette; Plötz, Frans B; Wellmann, Sven; Achten, Niek B; Lehnick, Dirk; van Rossum, Annemarie M C; Vogt, Julia E.
Afiliação
  • Stocker M; From the Department of Paediatrics, Neonatal and Paediatric Intensive Care Unit, Children's Hospital Lucerne, Lucerne.
  • Daunhawer I; Department of Computer Science, ETH Zurich, Switzerland.
  • van Herk W; Department of Paediatrics, Division of Paediatric Infectious Diseases and Immunology, Erasmus MC University Medical Centre-Sophia Children's Hospital, Rotterdam, The Netherlands.
  • El Helou S; Division of Neonatology, McMaster University Children's Hospital, Hamilton Health Sciences, Hamilton, ON, Canada.
  • Dutta S; Division of Neonatology, McMaster University Children's Hospital, Hamilton Health Sciences, Hamilton, ON, Canada.
  • Schuerman FABA; Department of Neonatal Intensive Care Unit, Isala Women and Children's Hospital, Zwolle.
  • van den Tooren-de Groot RK; Department of Paediatrics, Haaglanden Medical Centre, 's Gravenhage, The Netherlands.
  • Wieringa JW; Department of Paediatrics, Haaglanden Medical Centre, 's Gravenhage, The Netherlands.
  • Janota J; Department of Obstetrics and Gynecology, Motol University Hospital, Second Medical Faculty, Prague, Czech Republic.
  • van der Meer-Kappelle LH; Department of Neonatology, Reinier de Graaf Gasthuis, Delft.
  • Moonen R; Department of Neonatology, Zuyderland Medical Centre, Heerlen.
  • Sie SD; Department of Neonatology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam.
  • de Vries E; Department of Jeroen Bosch Academy Research, Jeroen Bosch Hospital, 's-Hertogenbosch.
  • Donker AE; Department of Tranzo, Tilburg University, Tilburg.
  • Zimmerman U; Department of Paediatrics, Maxima Medical Centre, Veldhoven, The Netherlands.
  • Schlapbach LJ; Department of Paediatrics, Kantonsspital Winterthur, Winterthur.
  • de Mol AC; Neonatal and Pediatric Intensive Care Unit, Children`s Research Center, University Children's Hospital Zurich, Zurich, Switzerland.
  • Hoffmann-Haringsma A; Department of Neonatology, Albert Schweitzer Hospital, Dordrecht.
  • Roy M; Department of Neonatology, Sint Franciscus Gasthuis, Rotterdam, The Netherlands.
  • Tomaske M; Department of Neonatology, St. Josephs Healthcare, Hamilton Health Sciences, Hamilton, ON, Canada.
  • Kornelisse RF; Department of Paediatrics, Stadtspital Triemli, Zürich, Switzerland.
  • van Gijsel J; Department of Paediatrics, Division of Neonatology, Erasmus MC University Medical Centre-Sophia Children's Hospital, Rotterdam.
  • Plötz FB; Therapeuticum Utrecht, Utrecht.
  • Wellmann S; Department of Pediatrics, Tergooi Hospital, Blaricum, the Netherlands and Amsterdam University Medical Center, Department of Pediatrics, Amsterdam, The Netherlands.
  • Achten NB; Department of Neonatology, University Children's Hospital Regensburg (KUNO), University of Regensburg, Regensburg, Germany.
  • Lehnick D; Department of Pediatrics, Tergooi Hospital, Blaricum, the Netherlands and Amsterdam University Medical Center, Department of Pediatrics, Amsterdam, The Netherlands.
  • van Rossum AMC; Department of Health Sciences and Medicine, Head Biostatistics and Methodology, University of Lucerne, Lucerne, Switzerland.
  • Vogt JE; Department of Paediatrics, Division of Paediatric Infectious Diseases and Immunology, Erasmus MC University Medical Centre-Sophia Children's Hospital, Rotterdam, The Netherlands.
Pediatr Infect Dis J ; 41(3): 248-254, 2022 03 01.
Article em En | MEDLINE | ID: mdl-34508027
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Biomarcadores / Aprendizado de Máquina / Sepse Neonatal Tipo de estudo: Clinical_trials / Diagnostic_studies / Etiology_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Female / Humans / Infant / Male / Newborn Idioma: En Revista: Pediatr Infect Dis J Assunto da revista: DOENCAS TRANSMISSIVEIS / PEDIATRIA Ano de publicação: 2022 Tipo de documento: Article
Texto completo
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Biomarcadores / Aprendizado de Máquina / Sepse Neonatal Tipo de estudo: Clinical_trials / Diagnostic_studies / Etiology_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Female / Humans / Infant / Male / Newborn Idioma: En Revista: Pediatr Infect Dis J Assunto da revista: DOENCAS TRANSMISSIVEIS / PEDIATRIA Ano de publicação: 2022 Tipo de documento: Article