From laser-on time to lithotripsy duration: improving the prediction of lithotripsy duration with 'Kidney Stone Calculator' using artificial intelligence.

Journal: World journal of urology
Published Date:

Abstract

INTRODUCTION: "Kidney Stone Calculator" (KSC) helps to plan flexible ureteroscopy, providing the stone volume (SV) and an estimated duration of laser lithotripsy (eLD). eLD is calculated from in vitro ablation rates and SV. KSC's accuracy has been demonstrated with a mean difference between eLD and effective LD (EfLD) of 18.8%. We aimed to reduce the eLD-efLD difference using Machine Learning (ML).

Authors

  • Frédéric Panthier
    Endolase lab, GRC20, Sorbonne Université and PIMM-Arts et Métiers Paris Tech, Paris, France.
  • Laurent Berthe
    PIMM, UMR 8006 CNRS-Arts et Métiers ParisTech, 151 bd de l'Hôpital, 75013, Paris, France.
  • Chady Ghnatios
    Endourology Technology Section of European Association of Urology (EAU), Arnhem, The Netherlands.
  • Francisco Chinesta
    Processes and Engineering in Mechanics and Materials (PIMM) Laboratory, Arts et Métiers Institute of Technology, CNRS, CNAM, 151 Boulevard de l'Hôpital, 75013 Paris, France.
  • Stessy Kutchukian
    Service d'Urologie, Assistance-Publique Hôpitaux de Paris, Hôpital Tenon, Sorbonne Université, 75020, Paris, France.
  • Steeve Doizi
  • François Audenet
    Department of Urology, AP-HP Centre, Hôpital Européen Georges Pompidou, Université de Paris, Paris, France.
  • Laurent Yonneau
    Hôpital Foch, Université Versailles Saint-Quentin-Service d'Urologie, 40 rue Worth, 92150, Suresnes, France.
  • Thierry Lebret
    Foch Hospital, Urology department, Suresnes, France.
  • Marc-Olivier Timsit
    Department of Urology, Hôpital Européen Georges Pompidou and Necker Hospital, Paris, France.
  • Arnaud Mejean
    Departmenf of Urology, University of Paris Descartes, Paris, France.
  • Luigi Candela
    Department of Urology, Tenon Academic Hospital, Assistance-Publique - Hôpitaux de Paris, Sorbonne University, Paris, France.
  • Catalina Solano
    Uroclin S.A.S, Department of Endourology, Medellín, Colombia.
  • Mariela Corrales
    Service d'Urologie, Assistance-Publique Hôpitaux de Paris, Hôpital Tenon, Sorbonne Université, 75020, Paris, France.
  • Marie Chicaud
    Service d'Urologie, Assistance-Publique Hôpitaux de Paris, Hôpital Tenon, Sorbonne Université, 75020, Paris, France.
  • Olivier Traxer
    Endolase lab, GRC20, Sorbonne Université and PIMM-Arts et Métiers Paris Tech, Paris, France.
  • Daron Smith
    Institute of Urology, University College Hospital London, London, UK.