Development and international validation of logistic regression and machine-learning models for the prediction of 10-year molar loss.

Journal: Journal of clinical periodontology
PMID:

Abstract

AIM: To develop and validate models based on logistic regression and artificial intelligence for prognostic prediction of molar survival in periodontally affected patients.

Authors

  • Giuseppe Troiano
    University of Foggia, Department of Clinical and Experimental Medicine; Foggia,Italy.
  • Luigi Nibali
    Periodontology Unit, Centre for Host Microbiome Interactions, King's College London, London, UK.
  • Hari Petsos
    Department of Periodontology, Center for Dentistry and Oral Medicine (Carolinum), Johann Wolfgang Goethe-University Frankfurt/Main, Frankfurt am Main, Germany.
  • Peter Eickholz
    Department of Periodontology, Center for Dentistry and Oral Medicine (Carolinum), Goethe University Frankfurt/Main, Frankfurt, Germany.
  • Muhammad H A Saleh
    Department of Periodontics and Oral Medicine, University of Michigan School of Dentistry, Ann Arbor, Michigan, USA.
  • Pasquale Santamaria
    Centre for Host Microbiome Interactions, Faculty of Dentistry, Oral and Craniofacial Sciences, King's College London, London, UK.
  • Jao Jian
    Department of Periodontology, National Engineering Laboratory for Digital and Material Technology of Stomatology, Beijing Key Laboratory of Digital Stomatology, Peking University School and Hospital of Stomatology, Beijing, China.
  • Shuwen Shi
    Department of Periodontology, National Engineering Laboratory for Digital and Material Technology of Stomatology, Beijing Key Laboratory of Digital Stomatology, Peking University School and Hospital of Stomatology, Beijing, China.
  • Huanxin Meng
    Department of Periodontology, National Engineering Laboratory for Digital and Material Technology of Stomatology, Beijing Key Laboratory of Digital Stomatology, Peking University School and Hospital of Stomatology, Beijing, China.
  • Khrystyna Zhurakivska
    Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy.
  • Hom-Lay Wang
    Department of Periodontics and Oral Medicine, the University of Michigan School of Dentistry, Ann Arbor, MI 48109.
  • Andrea Ravidà
    Department of Periodontics and Oral Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.