• DocumentCode
    1238352
  • Title

    Defining Quality-Measurable Medical Alerts From Incomplete Data Through Fuzzy Linguistic Variables and Modifiers

  • Author

    De Arantes, Wilmondes Manzi, Jr. ; Verdier, Christine

  • Author_Institution
    Calystene Inf. Sante, Eybens, France
  • Volume
    14
  • Issue
    4
  • fYear
    2010
  • fDate
    7/1/2010 12:00:00 AM
  • Firstpage
    916
  • Lastpage
    922
  • Abstract
    Alert systems are frequent in the medical field, where they are typically connected to monitoring devices that are able to detect abnormal values. Our system is different in its goals and tools. First of all, it processes data extracted from electronic medical records, which are widely used nowadays, and meteorological databases. Variables that are not continually measured by devices (like the age of patients) can then be taken into account. Next, the alerts it handles are not predefined, but created by users through domain-independent fuzzy linguistic variables whose relationships (the height of an individual is conditioned by its age) are modeled by a weighted oriented graph. Finally, the alerts it triggers are associated with two indicators used for filtering and assessing their relevance to the patients, and their reliability according to the amount of information available. Then, if there is a missing variable in a record, the detection algorithm treats it transparently by automatically decreasing the reliability of the alert. The main qualities of this system are the simplicity-linguistic variables are intuitive-and the ability to measure the informational quality of alerts (applicability and reliability).
  • Keywords
    fuzzy logic; fuzzy systems; medical information systems; electronic medical records; fuzzy linguistic modifiers; fuzzy linguistic variables; medical alerts; quality-measurable medical alerts; reliability; weighted oriented graph; Fuzzy logic; incomplete data; linguistic variables; medical alerts; Adult; Aged; Female; Fuzzy Logic; Humans; Male; Models, Theoretical;
  • fLanguage
    English
  • Journal_Title
    Information Technology in Biomedicine, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1089-7771
  • Type

    jour

  • DOI
    10.1109/TITB.2009.2020063
  • Filename
    4814671