Explainable artificial intelligence to quantify adenoid hypertrophy-related upper airway obstruction using 3D Shape Analysis.

Journal: Journal of dentistry
PMID:

Abstract

OBJECTIVES: To develop and validate an explainable Artificial Intelligence (AI) model for classifying and quantifying upper airway obstruction related to adenoid hypertrophy using three-dimensional (3D) shape analysis of cone-beam computed tomography (CBCT) scans.

Authors

  • Claudia Trindade Mattos
    Department of Orthodontics, Faculdade de Odontologia, Universidade Federal Fluminense, Rua Mário Santos Braga, 30, 2° andar, sala 214, Centro, Niterói, RJ, CEP 24020-140, Brazil; Department of Orthodontics and Pediatric Dentistry, School of Dentistry, University of Michigan, 1011 North University Avenue, Ann Arbor, Michigan, 48104, USA. Electronic address: claudiamattos@id.uff.br.
  • Lucie Dole
    Department of Psychiatry, School of Medicine, University of North Carolina, 333 S. Columbia Street, Suite 304, MacNider Hall, Chapel Hill, North Carolina, 27514, USA. Electronic address: lucie_dole@med.unc.edu.
  • Sergio Luiz Mota-Júnior
    Federal Fluminense University, Department of Orthodontics (Niterói/RJ, Brazil).
  • Adriana de Alcantara Cury-Saramago
    Department of Orthodontics, Faculdade de Odontologia, Universidade Federal Fluminense, Rua Mário Santos Braga, 30, 2° andar, sala 214, Centro, Niterói, RJ, CEP 24020-140, Brazil. Electronic address: adrianacury@id.uff.br.
  • Jonas Bianchi
    University of Michigan, Ann Arbor, MI, USA.
  • Heesoo Oh
  • Karine Evangelista
  • Jose Valladares-Neto
  • Antonio Carlos de Oliveira Ruellas
    Department of Orthodontics and Pediatric Dentistry, Faculdade de Odontologia, Universidade Federal do Rio de Janeiro, Rua Professor Rodolpho Paulo Rocco, 325, Ilha do Fundão, Rio de Janeiro, RJ, CEP 21941-617, Brazil. Electronic address: antonioruellas@yahoo.com.br.
  • Juan Carlos Prieto
    University of North Carolina, Chapel Hill, USA.
  • Lucia Helena Soares Cevidanes
    University of Michigan, Department of Orthodontics and Pediatric Dentistry, School of Dentistry, Ann Arbor, MI, 48109, USA.