• DocumentCode
    2095677
  • Title

    Towards a Clinical Decision Support System for Pregnancies of Unknown Location

  • Author

    Van Calster, B. ; Van Huffel, Sabine ; Timmerman, Dirk ; Kirk, Emma ; Bourne, Tom ; Condous, George

  • Author_Institution
    Dept. Electr. Eng., K.U.Leuven, Leuven
  • fYear
    2008
  • fDate
    17-19 June 2008
  • Firstpage
    581
  • Lastpage
    583
  • Abstract
    This paper presents our activities towards the development of a clinical decision support (CDS) system for the early diagnosis of pregnancies of unknown location (PULs). PULs are pregnancies that are not visualized on ultrasound. Generally, they turn out to be failing, normal intra-uterine, or ectopic pregnancies. Using 856 PULs collected at a London hospital, we developed probabilistic multi-class models. At the moment, a large multi-center data set is being collected. Data are entered using stand-alone software, and are sent to the database server by ftp. These data will be used to prospectively test existing models, and to build new, hopefully more robust, models. The ultimate aim is to select one model for implementation in a CDS system that is easy to use in routine clinical practice.
  • Keywords
    decision support systems; medical diagnostic computing; obstetrics; probability; clinical decision support system; pregnancy diagnosis; probabilistic multiclass model; unknown location pregnancy; Bayesian methods; Decision support systems; Hospitals; Kernel; Logistics; Medical diagnostic imaging; Multilayer perceptrons; Pregnancy; Robustness; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer-Based Medical Systems, 2008. CBMS '08. 21st IEEE International Symposium on
  • Conference_Location
    Jyvaskyla
  • ISSN
    1063-7125
  • Print_ISBN
    978-0-7695-3165-6
  • Type

    conf

  • DOI
    10.1109/CBMS.2008.123
  • Filename
    4562061