Journal of
Veterinary Medicine and Animal Health

  • Abbreviation: J. Vet. Med. Anim. Health
  • Language: English
  • ISSN: 2141-2529
  • DOI: 10.5897/JVMAH
  • Start Year: 2009
  • Published Articles: 348

Review

A Bayesian approach for inductive reasoning to clinical veterinary medicine: The math of experience

Nitipong Homwong*
  • Nitipong Homwong*
  • Department of Veterinary Population Medicine, College of Veterinary Medicine, University of Minnesota, 385 AnSci/VetMed, 1988 Fitch Avenue, Saint Paul, Minnesota, 55108, United States. 2Kasetsart University, Kamphaeng Saen Campus, Nakhon Pathom, 73140, Thailand.
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Vachira Hunprasit
  • Vachira Hunprasit
  • Department of Veterinary Clinical Sciences, College of Veterinary Medicine, University of Minnesota, C339 VMC, 1352 Boyd Avenue, Saint Paul, Minnesota, 55108, United States. 4Chulalongkorn University, 254 Phayathai Road, Pathumwan, Bangkok 10330, Thailand.
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Douglas Marthaler
  • Douglas Marthaler
  • Department of Veterinary Population Medicine, College of Veterinary Medicine, University of Minnesota, 385 AnSci/VetMed, 1988 Fitch Avenue, Saint Paul, Minnesota, 55108, United States. Veterinary Diagnostic Laboratory, College of Veterinary Medicine, University of Minnesota, 328 VDL 1333 Gortner Avenue, Saint Paul, Minnesota, 55108, United States.
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Jody Lulich
  • Jody Lulich
  • Department of Veterinary Clinical Sciences, College of Veterinary Medicine, University of Minnesota, C339 VMC, 1352 Boyd Avenue, Saint Paul, Minnesota, 55108, United States.
  • Google Scholar
John Deen
  • John Deen
  • Department of Veterinary Population Medicine, College of Veterinary Medicine, University of Minnesota, 385 AnSci/VetMed, 1988 Fitch Avenue, Saint Paul, Minnesota, 55108, United States.
  • Google Scholar


  •  Received: 22 July 2015
  •  Accepted: 31 August 2015
  •  Published: 31 October 2015

References

Aldrich J (2008). R.A. Fisher on Bayes and Bayes' Theorem. Bayesian Anal. 3(1):161-170.
Crossref
 
Ashby D, Smith AF (2000). Evidence-based medicine as Bayesian decision-making. Stat. Med. 19(23):3291-3305.
Crossref
 
Basá-ez Ma-G, Marshall C, Carabin H, Gyorkos T, Joseph L (2004). Bayesian statistics for parasitologists. Trends Parasitol. 20(2):85-91.
Crossref
 
Bayes T, Price R (1763). An Essay towards solving a Problem in the Doctrine of Chances. By the late Rev. Mr. Bayes, FRS communicated by Mr. Price, in a letter to John Canton, AMFRS. Phil. Trans. 53:370-418.
Crossref
 
Berger J (2006). The case for objective Bayesian analysis. Bayesian Anal. 1(3):385-402.
 
Bonde M, Toft N, Thomsen PT, Sørensen JT (2010). Evaluation of sensitivity and specificity of routine meat inspection of Danish slaughter pigs using Latent Class Analysis. Prev. Vet. Med. 94(3):165-169.
Crossref
 
Branscum AJ, Gardner IA, Johnson WO (2005). Estimation of diagnostic-test sensitivity and specificity through Bayesian modeling. Prev. Vet. Med. 68(2):145-163.
Crossref
 
Carlin BP, Louis TA (2008). The Bayesian appoach. Bayesian methods for data analysis. Chapman & Hall/CRC Press. New York, USA pp. 15-104.
 
Choi YK, Goyal SM, Joo H (2002). Prevalence of swine influenza virus subtypes on swine farms in the United States. Arch. Virol. 147(6):1209-1220.
Crossref
 
Cockcroft P (2008). Handbook of evidence-based veterinary medicine. John Wiley & Sons.
 
Dale AI (1999). A history of inverse probability : From Thomas Bayes to Karl Pearson. Springer.
Crossref
 
Davies C, Shell L (2002). Pancytopenia. In: Davies C, Shell L (Eds.). Common Small Animal Medical Diagnoses: An Algorithmic Approach. John Wiley & Sons pp. 84-87.
 
Dowd M, Meyer R (2003). A Bayesian approach to the ecosystem inverse problem. Ecol. Modell. 168(1):39-55.
Crossref
 
Dunson DB (2001). Commentary: practical advantages of Bayesian analysis of epidemiologic data. Am. J. Epidemiol. 153(12):1222-1226.
Crossref
 
Fienberg SE (2006). When did Bayesian inference become" Bayesian"? Bayesian Anal. 1(1):1-40.
Crossref
 
Gardner IA (2002). The utility of Bayes' theorem and Bayesian inference in veterinary clinical practice and research. Aust. Vet. J. 80(12):758-761.
Crossref
 
Gelman A (2008). Objections to Bayesian statistics. Bayesian Anal. 3(3):445-449.
 
Geyer CJ (2012). Stat 5102 Lecture Slides: Deck 4 Bayesian Inference. School of Statistics.University of Minnesota. Available at: http://www.stat.umn.edu/geyer/5102/slides/s4.pdf
 
Greenland S (2006). Bayesian perspectives for epidemiological research: I. Foundations and basic methods. Int. J. Epidemiol. 35(3):765-775.
Crossref
 
Greiner M, Gardner IA (2000). Application of diagnostic tests in veterinary epidemiologic studies. Prev. Vet. Med. 45(1):43-59.
Crossref
 
Hald A (1998). A History of Mathematical Statistics from 1750 to 1930. Wiley New York.
 
Higgins H, Dryden I, Green M (2012a). A Bayesian approach demonstrating that incorporation of practitioners' clinical beliefs into research design is crucial for effective knowledge transfer. Udder Health and Communication. Springer pp. 133-140.
 
Higgins H, Dryden IL, Green MJ (2012b). A Bayesian elicitation of veterinary beliefs regarding systemic dry cow therapy: Variation and importance for clinical trial design. Prev. Vet. Med. 106(2):87-96.
Crossref
 
Higgins H, Huxley J, Wapenaar W, Green M (2014). Quantifying veterinarians' beliefs on disease control and exploring the effect of new evidence: A Bayesian approach. J. Dairy Sci. 97(6):3394-3408.
Crossref
 
Holland PW (1986). Statistics and causal inference. J. Am. Stat. Assoc. 81(396):945-960.
Crossref
 
Koch T, Denike K (2006). Rethinking John Snow's South London study: a Bayesian evaluation and recalculation. Soc. Sci. Med. 63(1):271-283.
Crossref
 
Lorenz MD (2009). The problem-oriented approach. In: Lorenz MD, Mark NT, Demars PL (Eds.). Small Animal Medical Diagnosis. Wiley-Blackwell Ames, Iowa.
 
Olsen C, Carey S, Hinshaw L, Karasin A (2000). Virologic and serologic surveillance for human, swine and avian influenza virus infections among pigs in the north-central United States. Arch. Virol. 145(7):1399-1419.
Crossref
 
Paul S, Toft N, Agerholm JS, Christoffersen A-B, Agger JF (2013). Bayesian estimation of sensitivity and specificity of Coxiella burnetii antibody ELISA tests in bovine blood and milk. Prev. Vet. Med. 109(3):258-263.
Crossref
 
Poole C (2001). Low P-values or narrow confidence intervals: which are more durable? Epidemiology 12(3):291-294.
Crossref
 
Rosenberg W, Donald A (1995). Evidence based medicine: an approach to clinical problem-solving. BMJ pp. 1122-1126.
Crossref
 
Sackett DL, Rosenberg W, Gray J, Haynes RB, Richardson WS (1996). Evidence based medicine: what it is and what it isn't. BMJ 312(7023):71-72.
Crossref
 
Singla LD, Singh H, Kaur P, Singh ND, Singh NK and Juyal PD (2011) Serodetection of Ehrlichia canis infection in dogs from Ludhiana district of Punjab, India J. Parasitol. Dis. 35:195-198.
Crossref
 
Stigler SM (1986). Laplace's 1774 memoir on inverse probability. Stat. Sci. 1(3):359-363.
Crossref
 
Toft N, Jorgensen E, Hojsgaard S (2005). Diagnosing diagnostic tests: evaluating the assumptions underlying the estimation of sensitivity and specificity in the absence of a gold standard. Prev. Vet. Med. 68(1):19-33.
Crossref