Exploration of associations between governance and economics and country level foot‐and‐mouth disease status by using Bayesian model averaging

Using Bayesian model averaging, we quantify associations of governance and economic health with country level presence of foot-and-mouth disease (FMD) and estimate the probability of the presence of FMD in each country from 1997 to 2005. The Bayesian model averaging accounted for countries' previous FMD status and other possible confounders, as well as uncertainty about the 'true' model, and provided accurate predictions (90% specificity and 80% sensitivity). This model represents a novel approach to predicting FMD, and other conditions, on a global scale and in identifying important risk factors that can be applied to global policy and allocation of resources for disease control. Copyright (c) 2008 Royal Statistical Society.

[1]  S. Sinharay Bayes factors for variance component testing in generalized linear mixed models , 2001 .

[2]  K. Sakamoto,et al.  Recent outbreaks of foot and mouth disease in countries of east Asia. , 2002, Revue scientifique et technique.

[3]  R. Kitching,et al.  Clinical variation in foot and mouth disease: pigs. , 2002, Revue scientifique et technique.

[4]  J. Scudamore,et al.  Control of foot and mouth disease: lessons from the experience of the outbreak in Great Britain in 2001. , 2002, Revue scientifique et technique.

[5]  C. Murray,et al.  Modeling the impact of global tuberculosis control strategies. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[6]  F. Moutou,et al.  Foot and mouth disease: lessons to be learned from the experience of France. , 2002, Revue scientifique et technique.

[7]  Arnab Acharya,et al.  Global health goals: lessons from the worldwide effort to eradicate poliomyelitis , 2003, The Lancet.

[8]  T. Randolph,et al.  The impact and poverty reduction implications of foot and mouth disease control in southern Africa with special reference to Zimbabwe , 2003 .

[9]  V. Saraiva,et al.  Review of the status of foot and mouth disease in countries of South America and approaches to control and eradication. , 2002, Revue scientifique et technique.

[10]  Alessandro Vespignani,et al.  The role of the airline transportation network in the prediction and predictability of global epidemics , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[11]  P. Strebel,et al.  Experience in global measles control, 1990-2001. , 2003, The Journal of infectious diseases.

[12]  Aart Kraay,et al.  Governance Matters IV: Governance Indicators for 1996-2004 , 2005 .

[13]  M. Greiner,et al.  Principles and practical application of the receiver-operating characteristic analysis for diagnostic tests. , 2000, Preventive veterinary medicine.

[14]  Scudamore Jm,et al.  Control of foot and mouth disease: lessons from the experience of the outbreak in Great Britain in 2001. , 2002 .

[15]  John Geweke,et al.  Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments , 1991 .

[16]  L. Gleeson A review of the status of foot and mouth disease in South-East Asia and approaches to control and eradication. , 2002, Revue scientifique et technique.

[17]  Philippe Duclos,et al.  The global burden of measles in the year 2000--a model that uses country-specific indicators. , 2003, The Journal of infectious diseases.

[18]  M. Zweig,et al.  Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine. , 1993, Clinical chemistry.

[19]  J. Kuklinski,et al.  Political Participation and Government Responsiveness: The Behavior of California Superior Courts , 1979, American Political Science Review.

[20]  Adrian E. Raftery,et al.  Bayesian model averaging: a tutorial (with comments by M. Clyde, David Draper and E. I. George, and a rejoinder by the authors , 1999 .

[21]  T. Brown,et al.  Country-specific estimates and models of HIV and AIDS: methods and limitations. , 1999, AIDS.

[22]  C. Spinage Cattle Plague: A History , 2003 .

[23]  K. Rich,et al.  Poverty impacts of foot-and-mouth disease and the poverty reduction implications of its control , 2007, Veterinary Record.

[24]  Control of Foot and Mouth Disease , 2002 .

[25]  F. Behets,et al.  Desperately seeking targets: the ethics of routine HIV testing in low-income countries. , 2006, Bulletin of the World Health Organization.

[26]  Geoff P Garnett,et al.  Estimating the global burden of HIV/AIDS: what do we really know about the HIV pandemic? , 2004, The Lancet.

[27]  M. Rowland,et al.  Economic costs of the foot and mouth disease outbreak in the United Kingdom in 2001. , 2002, Revue scientifique et technique.

[28]  H. Aidaros Regional status and approaches to control and eradication of foot and mouth disease in the Middle East and North Africa. , 2002, Revue scientifique et technique.

[29]  H. Boshuizen,et al.  Multiple imputation of missing blood pressure covariates in survival analysis. , 1999, Statistics in medicine.

[30]  D. Rubin,et al.  Statistical Analysis with Missing Data , 1988 .

[31]  Peter Comber,et al.  BBC News Online , 2002 .

[32]  A Dekker,et al.  Lessons from the foot and mouth disease outbreak in The Netherlands in 2001. , 2002, Revue scientifique et technique.

[33]  Kitching Rp Clinical variation in foot and mouth disease: cattle. , 2002 .

[34]  W. Vosloo,et al.  Foot and mouth disease: the experience of South Africa. , 2002, Revue scientifique et technique.

[35]  D. Johnston,et al.  HIV/AIDS mitigation strategies and the State in sub-Saharan Africa – the missing link? , 2006, Globalization and health.

[36]  Edward J. Bedrick,et al.  Bayesian Binomial Regression: Predicting Survival at a Trauma Center , 1997 .

[37]  D. Madigan,et al.  Bayesian Model Averaging for Linear Regression Models , 1997 .

[38]  M. Rweyemamu,et al.  Global perspective for foot and mouth disease control. , 2002, Revue scientifique et technique.

[40]  F. Cutts,et al.  Measles elimination: progress and challenges. , 1999, Vaccine.

[41]  L. Busch Virgil, Vigilance, and Voice: Agrifood Ethics in an Age of Globalization , 2003 .

[42]  Kitching Rp,et al.  Clinical variation in foot and mouth disease: sheep and goats. , 2002 .

[43]  S. Hargreaves,et al.  Review of the status and control of foot and mouth disease in sub-Saharan Africa. , 2002, Revue scientifique et technique.

[44]  H. Hull,et al.  Perspectives from the global poliomyelitis eradication initiative. , 1998, Bulletin of the World Health Organization.

[45]  L McAlpine,et al.  CAVH. Principles and practical applications. , 1998, Critical care nursing clinics of North America.

[46]  Trivellore E Raghunathan,et al.  What do we do with missing data? Some options for analysis of incomplete data. , 2004, Annual review of public health.

[47]  R. Kitching,et al.  Clinical variation in foot and mouth disease: sheep and goats. , 2002, Revue scientifique et technique.