Application of the Intelligent Techniques in Transplantation Databases: A Review of Articles Published in 2009 and 2010

被引:5
|
作者
Sousa, F. S. [1 ]
Hummel, A. D. [1 ]
Maciel, R. F. [2 ]
Cohrs, F. M. [2 ]
Falcao, A. E. J. [1 ]
Teixeira, F. [1 ]
Baptista, R. [1 ]
Mancini, F. [1 ]
da Costa, T. M. [1 ]
Alves, D. [3 ]
Pisa, I. T. [4 ]
机构
[1] Univ Fed Sao Paulo, Programa Posgrad Informat Saude, Sao Paulo, Brazil
[2] Univ Sao Paulo, Fac Med Ribeirao Preto, Programa Posgrad Saude Coletiva, Ribeirao Preto, SP, Brazil
[3] Univ Sao Paulo, Fac Med Ribeirao Preto, Dept Social Med, Ribeirao Preto, SP, Brazil
[4] Univ Fed Sao Paulo, Dept Informat Saude, Sao Paulo, Brazil
关键词
ARTIFICIAL NEURAL-NETWORKS; LARGE-SCALE SIMULATION; HEART-TRANSPLANTATION; SURVIVAL; LIVER;
D O I
10.1016/j.transproceed.2011.02.028
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
The replacement of defective organs with healthy ones is an old problem, but only a few years ago was this issue put into practice. Improvements in the whole transplantation process have been increasingly important in clinical practice. In this context are clinical decision support systems (CDSSs), which have reflected a significant amount of work to use mathematical and intelligent techniques. The aim of this article was to present consideration of intelligent techniques used in recent years (2009 and 2010) to analyze organ transplant databases. To this end, we performed a search of the PubMed and Institute for Scientific Information (ISI) Web of Knowledge databases to find articles published in 2009 and 2010 about intelligent techniques applied to transplantation databases. Among 69 retrieved articles, we chose according to inclusion and exclusion criteria. The main techniques were: Artificial Neural Networks (ANN), Logistic Regression (LR), Decision Trees (DT), Markov Models (MM), and Bayesian Networks (BN). Most articles used ANN. Some publications described comparisons between techniques or the use of various techniques together. The use of intelligent techniques to extract knowledge from databases of healthcare is increasingly common. Although authors preferred to use ANN, statistical techniques were equally effective for this enterprise.
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页码:1340 / 1342
页数:3
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