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
Link To Document