DocumentCode :
3155178
Title :
Prediction of pediatric injury by bayesian approach: A proposed framework for pre-diagnosis by automate system
Author :
Arj-Ong, Sakda ; Suesaowaluk, Poonphon
Author_Institution :
Pediatric Emergency, Mahidol Univ., Bangkok, Thailand
fYear :
2011
fDate :
3-5 Aug. 2011
Firstpage :
504
Lastpage :
506
Abstract :
World Health Organization categorizes health care into three levels, aiming for an efficiency level of care to patients. Many hospitals in the developing and underdeveloped countries may possess the problems of low efficient medical equipment and not having well-trained medical personnel. This research, software system with Bayesian´s approach, is introduced to assist the doctors in evaluating a level of care for injured patients at trauma care center. The cause and effect reasoning with the standard condition of emergency organ system prioritization have been used as the factors. Moreover, their associated probabilities are defined for evaluation. Then a suitable level of care for the treatment is decided automatically. After implementation, consistent decision-making between the system and the expert doctors has been demonstrated with high positive predictive value, negation predictive value, and Likelihood ratio. Furthermore, the subsystem also extends to a joint evaluation, and suggestion can support and guide managerial equipment utilization.
Keywords :
Bayes methods; belief networks; biomedical equipment; decision making; decision support systems; health care; injuries; medical computing; Bayesian approach; Bayesian networks; World Health Organization; automate system; decision support system; decision-making; emergency organ system prioritization; health care; high positive predictive value; likelihood ratio; managerial equipment utilization; medical equipment; negation predictive value; pediatric injury prediction; trauma care center; well-trained medical personnel; Bayesian methods; Hospitals; Joints; Wounds; Bayesian; Child injury; Decision support system; Injury prediction model; trauma center;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Reuse and Integration (IRI), 2011 IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4577-0964-7
Electronic_ISBN :
978-1-4577-0965-4
Type :
conf
DOI :
10.1109/IRI.2011.6009606
Filename :
6009606
Link To Document :
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