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
Link To Document :
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