An integration of Eco-Health One-Health transdisciplinary approach and Bayesian Belief Network

Animal health economics is becoming increasingly important as the assistance for decision making on animal health intervention at all levels in attempting to optimize animal health management. Economic analysis of the optimal control of zoonoses associated with livestock production is complex as it...

Full description

Saved in:
Bibliographic Details
Main Authors: Chalisa Kallayanamitra, Pisit Leeahtam, Manoj Potapohn, Bruce A. Wilcox, Songsak Sriboonchitta
Format: Book Series
Published: 2018
Subjects:
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84897840267&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/53435
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Chiang Mai University
id th-cmuir.6653943832-53435
record_format dspace
spelling th-cmuir.6653943832-534352018-09-04T09:51:55Z An integration of Eco-Health One-Health transdisciplinary approach and Bayesian Belief Network Chalisa Kallayanamitra Pisit Leeahtam Manoj Potapohn Bruce A. Wilcox Songsak Sriboonchitta Computer Science Engineering Animal health economics is becoming increasingly important as the assistance for decision making on animal health intervention at all levels in attempting to optimize animal health management. Economic analysis of the optimal control of zoonoses associated with livestock production is complex as it depends on the nature of occurrence, transmission, and circulation of the diseases. Recent studies show that the emphasis of most of the veterinary economists is usually on the practical field of the economic evaluation of animal diseases based on a detailed knowledge of the production system. However, the field had not yet begun to address the more complex and real-world problems such as cause of emerging diseases. This empirical research employs a more holistic approach such as that advocated by the Eco-Health One-Health approach, together with the transdisciplinary analytical framework and Bayesian Belief Network analysis that integrates uncertainties into consideration to explain Trichinellosis risk. This fundamental research found that the Bayesian Belief Network modeling for the analysis of zoonoses risk and a combined human and animal health framework can be used to guide decision making for interventions to solve the Eco-Health One-Health problem of Trichinellosis risk. However, the scoring rule results from Netica, an easy to use software for working with Bayesian Belief Network, provide only symmetric loss values based on the assumption that the loss from misestimating is the same in any direction. Nonetheless, this assumption may not be valid in some practical situations such as what we are interested in this research, Trichinellosis risk. The research suggests an approach that takes the idea of decision theory combining the cost of collecting a sample to minimize the pre-posterior expected cost. If the sampling cost of collecting data is very high, or if there is strong prior information about the risk, it is not worth sampling. Also, if the loss of illness is very high, a thorough protection strategy would be more efficient. © Springer International Publishing Switzerland 2014. 2018-09-04T09:49:09Z 2018-09-04T09:49:09Z 2014-01-01 Book Series 21945357 2-s2.0-84897840267 10.1007/978-3-319-03395-2_30 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84897840267&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/53435
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Computer Science
Engineering
spellingShingle Computer Science
Engineering
Chalisa Kallayanamitra
Pisit Leeahtam
Manoj Potapohn
Bruce A. Wilcox
Songsak Sriboonchitta
An integration of Eco-Health One-Health transdisciplinary approach and Bayesian Belief Network
description Animal health economics is becoming increasingly important as the assistance for decision making on animal health intervention at all levels in attempting to optimize animal health management. Economic analysis of the optimal control of zoonoses associated with livestock production is complex as it depends on the nature of occurrence, transmission, and circulation of the diseases. Recent studies show that the emphasis of most of the veterinary economists is usually on the practical field of the economic evaluation of animal diseases based on a detailed knowledge of the production system. However, the field had not yet begun to address the more complex and real-world problems such as cause of emerging diseases. This empirical research employs a more holistic approach such as that advocated by the Eco-Health One-Health approach, together with the transdisciplinary analytical framework and Bayesian Belief Network analysis that integrates uncertainties into consideration to explain Trichinellosis risk. This fundamental research found that the Bayesian Belief Network modeling for the analysis of zoonoses risk and a combined human and animal health framework can be used to guide decision making for interventions to solve the Eco-Health One-Health problem of Trichinellosis risk. However, the scoring rule results from Netica, an easy to use software for working with Bayesian Belief Network, provide only symmetric loss values based on the assumption that the loss from misestimating is the same in any direction. Nonetheless, this assumption may not be valid in some practical situations such as what we are interested in this research, Trichinellosis risk. The research suggests an approach that takes the idea of decision theory combining the cost of collecting a sample to minimize the pre-posterior expected cost. If the sampling cost of collecting data is very high, or if there is strong prior information about the risk, it is not worth sampling. Also, if the loss of illness is very high, a thorough protection strategy would be more efficient. © Springer International Publishing Switzerland 2014.
format Book Series
author Chalisa Kallayanamitra
Pisit Leeahtam
Manoj Potapohn
Bruce A. Wilcox
Songsak Sriboonchitta
author_facet Chalisa Kallayanamitra
Pisit Leeahtam
Manoj Potapohn
Bruce A. Wilcox
Songsak Sriboonchitta
author_sort Chalisa Kallayanamitra
title An integration of Eco-Health One-Health transdisciplinary approach and Bayesian Belief Network
title_short An integration of Eco-Health One-Health transdisciplinary approach and Bayesian Belief Network
title_full An integration of Eco-Health One-Health transdisciplinary approach and Bayesian Belief Network
title_fullStr An integration of Eco-Health One-Health transdisciplinary approach and Bayesian Belief Network
title_full_unstemmed An integration of Eco-Health One-Health transdisciplinary approach and Bayesian Belief Network
title_sort integration of eco-health one-health transdisciplinary approach and bayesian belief network
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84897840267&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/53435
_version_ 1681424134664355840