Machine learning-derived asthma and allergy trajectories in children: a systematic review and meta-analysis.

Journal: European respiratory review : an official journal of the European Respiratory Society
PMID:

Abstract

INTRODUCTION: Numerous studies have characterised trajectories of asthma and allergy in children using machine learning, but with different techniques and mixed findings. The present work aimed to summarise the evidence and critically appraise the methodology.

Authors

  • Daniil Lisik
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden daniil.lisik@gmail.com.
  • Saliha Selin Özuygur Ermis
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Gregorio Paolo Milani
    Department of Clinical Sciences and Community Health, University of Milan, 20122 Milan, Italy.
  • Giulia Carla Immacolata Spolidoro
    Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy.
  • Selin Ercan
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Michael Salisu
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Faozyat Odetola
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Daniele Giovanni Ghiglioni
    Department of Maternal and Child Area - SC Pediatria Pneumoinfettivologia, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
  • Danylo Pylov
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Emma Goksör
    Department of Pediatrics, University of Gothenburg Sahlgrenska Academy, Gothenburg, Sweden.
  • Rani Basna
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Göran Wennergren
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Hannu Kankaanranta
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
  • Bright I Nwaru
    Krefting Research Centre, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.