The unintended consequences of artificial intelligence in paediatric radiology.

Journal: Pediatric radiology
Published Date:

Abstract

Over the past decade, there has been a dramatic rise in the interest relating to theĀ application of artificial intelligence (AI) in radiology. Originally only 'narrow' AI tasks were possible; however, with increasing availability of data, teamed with ease of access to powerful computer processing capabilities, we are becoming more able to generate complex and nuanced prediction models and elaborate solutions for healthcare. Nevertheless, these AI models are not without their failings, and sometimes the intended use for these solutions may not lead to predictable impacts for patients, society or those working within the healthcare profession. In this article, we provide an overview of the latest opinions regarding AI ethics, bias, limitations, challenges and considerations that we should all contemplate in this exciting and expanding field, with a special attention to how this applies to the unique aspects of a paediatric population. By embracing AI technology and fostering a multidisciplinary approach, it is hoped that we can harness the power AI brings whilst minimising harm and ensuring a beneficial impact on radiology practice.

Authors

  • Pierluigi Ciet
    Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands.
  • Christine Eade
    University of Exeter Medical School, Exeter, UK.
  • Mai-Lan Ho
    University of Missouri, Columbia, MO, USA.
  • Lene Bjerke Laborie
    Department of Radiology, Section for Paediatrics, Haukeland University Hospital, Bergen, Norway.
  • Nasreen Mahomed
    Department of Radiology, University of Witwatersrand, Johannesburg, South Africa.
  • Jaishree Naidoo
    Paediatric Diagnostic Imaging and Envisionit Deep AI, Johannesburg, South Africa.
  • Erika Pace
    Department of Diagnostic Radiology, The Royal Marsden NHS Foundation Trust, London, UK.
  • Bradley Segal
    Department of Radiology, University of Witwatersrand, Johannesburg, South Africa.
  • Seema Toso
    Pediatric Radiology, Children's Hospital, University Hospitals of Geneva, Geneva, Switzerland.
  • Sebastian Tschauner
    Division of Pediatric Radiology, Department of Radiology, Medical University of Graz, Graz, Austria.
  • Dhananjaya K Vamyanmane
    Department of Pediatric Radiology, Indira Gandhi Institute of Child Health, Bangalore, India.
  • Matthias W Wagner
    Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, Raemistrasse 100, 8091, Zurich, Switzerland.
  • Susan C Shelmerdine
    UCL Great Ormond Street Institute of Child Health, University College London, London WC1E 6BT, United Kingdom.