Assessing the Reporting Quality of Machine Learning Algorithms in Head and Neck Oncology.

Journal: The Laryngoscope
Published Date:

Abstract

OBJECTIVE: This study aimed to assess reporting quality of machine learning (ML) algorithms in the head and neck oncology literature using the TRIPOD-AI criteria.

Authors

  • Rahul Alapati
    Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, Pennsylvania.
  • Bryan Renslo
    Department of Otolaryngology-Head and Neck Surgery, Thomas Jefferson University, Philadelphia, Pennsylvania, U.S.A.
  • Sarah F Wagoner
    Department of Otolaryngology-Head and Neck Surgery, University of Kansas, Kansas City, Kansas, U.S.A.
  • Omar Karadaghy
    Department of Otolaryngology - Head and Neck Surgery, University of Kansas School of Medicine, 3901 Rainbow Boulevard M.S. 3010, Kansas City, KS, USA.
  • Aisha Serpedin
    Sean Parker Institute for the Voice, Department of Otolaryngology-Head and Neck Surgery, Weill Cornell Medicine, New York, New York, USA.
  • Yeo Eun Kim
    Department of Otolaryngology-Head and Neck Surgery, Sean Parker Institute for the Voice, Weill Cornell Medicine, 240 East 59th St, New York, NY, 10022, USA.
  • Maria Feucht
    Department of Otolaryngology-Head & Neck Surgery, University of Kansas Medical Center, Kansas City, Kansas, U.S.A.
  • Naomi Wang
    Department of Otolaryngology-Head & Neck Surgery, University of Kansas Medical Center, Kansas City, Kansas, U.S.A.
  • Uma Ramesh
    Department of Otolaryngology-Head & Neck Surgery, University of Kansas Medical Center, Kansas City, Kansas, U.S.A.
  • Antonio Bon Nieves
    Department of Otolaryngology-Head and Neck Surgery, University of Kansas, Kansas City, Kansas, U.S.A.
  • Amelia Lawrence
    Department of Otolaryngology-Head and Neck Surgery, University of Kansas, Kansas City, Kansas, U.S.A.
  • Celina Virgen
    Department of Otolaryngology-Head & Neck Surgery, University of Kansas Medical Center, Kansas City, Kansas, U.S.A.
  • Tuleen Sawaf
    Department of Otolaryngology-Head & Neck Surgery, University of Maryland, Baltimore, Maryland, U.S.A.
  • Anaïs Rameau
    Department of Otolaryngology - Head and Neck Surgery, Sean Parker Institute for the Voice, Weill Cornell Medical College, New York, New York, U.S.A.
  • Andrés M Bur
    1 Department of Otolaryngology-Head and Neck Surgery, School of Medicine, University of Kansas, Kansas City, Kansas, USA.