Literature DB >> 29254714

Estimating the true prevalence of bovine digital dermatitis in taranaki, New Zealand using a bayesian latent class model.

D A Yang1, C Heuer2, R Laven2, W D Vink3, R N Chesterton4.   

Abstract

A Bayesian latent class model was developed to estimate the true prevalence of bovine digital dermatitis (BDD) in Taranaki, New Zealand. This model allowed farms to have zero prevalence as well as also accounting for between farm heterogeneity that was conditional on whether a farm was positive for bovine digital dermatitis. The estimated true farm level prevalence was 68.9% (95% credible interval [CrI]: 50.0%-85.7%), while on infected farms the overall cow level prevalence (number of infected cows/total number of cows on infected farms) was 2.9% (95%CrI: 2.1%-4.3%). The sensitivity analyses suggested that the prevalence estimates were reasonably robust when the variation of the priors fell within the biologically plausible range. These results indicated that visual inspection of standing animals during milking was sufficiently accurate to identify infected farms. However, for every 100 animals identified through visual inspection, 84 animals with lesions were missed. In other words, 46% (calculated as 84/184) of true positives at the animal level could be missed by visual inspection. The high and robust specificity (99.9%, 95%CrI: 99.8%-99.9%) suggested that lesions reported as BDD were very unlikely to be false positives.
Copyright © 2017 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Bayesian; Dairy cattle; Digital dermatitis; Latent class; True prevalence

Mesh:

Year:  2017        PMID: 29254714     DOI: 10.1016/j.prevetmed.2017.09.008

Source DB:  PubMed          Journal:  Prev Vet Med        ISSN: 0167-5877            Impact factor:   2.670


  3 in total

1.  Performance of the StaphGold ELISA test in determining subclinical Staphylococcus aureus infections in dairy cows using a Gaussian mixture model.

Authors:  Danchen Aaron Yang; Richard Anthony Laven
Journal:  Vet Med Sci       Date:  2022-03-25

2.  Modelling the transmission dynamics of bovine digital dermatitis in New Zealand pastoral dairy production systems.

Authors:  D Aaron Yang; Richard A Laven; Kristina R Müller; M Carolyn Gates
Journal:  Vet Res       Date:  2020-02-21       Impact factor: 3.683

3.  Absence of serological or molecular evidence of Leptospira infection in farmed swine in the Hong Kong Special Administrative Region.

Authors:  Kate J Flay; Dan A Yang; Michael T Wilson; Song H Lee; Vidya Bhardwaj; Fraser I Hill; Dirk U Pfeiffer
Journal:  One Health       Date:  2021-08-30
  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.