• DocumentCode
    2922566
  • Title

    Decision-making system for orthodontic treatment planning based on direct implementation of expertise knowledge

  • Author

    Yagi, Masakazu ; Ohno, Hiroko ; Takada, Kenji

  • Author_Institution
    Center for Adv. Med. Eng. & Inf., Osaka Univ., Suita, Japan
  • fYear
    2010
  • fDate
    Aug. 31 2010-Sept. 4 2010
  • Firstpage
    2894
  • Lastpage
    2897
  • Abstract
    Development of the decision-making systems has been highly demanded to provide objective evidence for the decisions of experts, especially in medicine, and a variety of systems have been developed by means of the state-of-the-art technology. In orthodontics, there has been no objective criterion for the decisions of whether or not to perform one of the invasive treatments, tooth extraction. Therefore, the prediction system for the extraction-nonextraction decisions was developed by intuitive implementation of expertise knowledge in this study. The system was successfully optimized with respect to knowledge descriptions and an inference algorithm to provide the prediction accuracy of 90.5% and simulations of the decision-making process on the optimized model were performed to obtain the terse representation of the expertise knowledge elements that are assumed to affect the decision-making of experts.
  • Keywords
    decision support systems; dentistry; inference mechanisms; medical expert systems; orthotics; patient treatment; decision-making systems; expertise knowledge; extraction-nonextraction decision; invasive treatment; medicine; orthodontic treatment planning; state-of-the-art technology; tooth extraction; Accuracy; Decision making; Dentistry; Feature extraction; Inference algorithms; Prediction algorithms; Teeth; Adolescent; Algorithms; Computer Simulation; Decision Making; Decision Support Systems, Clinical; Decision Support Techniques; Equipment Design; Female; Humans; Orthodontics, Corrective; ROC Curve; Reproducibility of Results; Tooth Extraction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
  • Conference_Location
    Buenos Aires
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4123-5
  • Type

    conf

  • DOI
    10.1109/IEMBS.2010.5626317
  • Filename
    5626317