• DocumentCode
    3473522
  • Title

    A prognosis system for colorectal cancer

  • Author

    Oliveira, T. ; Barbosa, Ernesto ; Martins, Sandra ; Goulart, Ana ; Neves, Joao ; Novais, Paulo

  • Author_Institution
    CCTC/DI, Univ. of Minho, Braga, Portugal
  • fYear
    2013
  • fDate
    20-22 June 2013
  • Firstpage
    481
  • Lastpage
    484
  • Abstract
    The level of uncertainty and incompleteness in the information upon which healthcare professionals have to make judgments has been a subject of discussion in the past, and more nowadays, with the advent of the so-called Clinical Decision Support Systems. This work addresses uncertainty in the postoperative prognosis for colorectal cancer. The interdependence and synergistic effect of different clinical features comes into play when it is necessary to predict how a patient will react to this type of surgery. Using a probabilistic based knowledge representation, a decision support system was conceived in order to provide support for physicians under these circumstances, in particular to surgeons. The solution proposed is based on machine learning on records of cancer patients, incorporating explicit knowledge of experts about the domain. To facilitate access and thus increase its dissemination in the healthcare community, the system is integrated in a wider platform available through a web application.
  • Keywords
    Web services; cancer; decision support systems; health care; knowledge representation; learning (artificial intelligence); medical computing; probability; surgery; Clinical Decision Support Systems; cancer patient; colorectal cancer; expert explicit knowledge; healthcare community; healthcare professional; interdependence effect; machine learning; postoperative prognosis; probabilistic based knowledge representation; prognosis system; surgery; synergistic effect; uncertainty level; web application; Cancer; Physiology; Predictive models; Prognostics and health management; Surgery;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer-Based Medical Systems (CBMS), 2013 IEEE 26th International Symposium on
  • Conference_Location
    Porto
  • Type

    conf

  • DOI
    10.1109/CBMS.2013.6627846
  • Filename
    6627846