Exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in Catalonia (Spain).

The potential of fallen stock data to monitor the health status of animal populations has been noted in previous studies. However, further research is required to implement these systems for surveillance. This work presents a novel approach to determining the baselines associated with bovine fallen...

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Main Authors: Anna Alba, Fernanda C Dórea, Lucas Arinero, Javier Sanchez, Ruben Cordón, Pere Puig, Crawford W Revie
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4398401?pdf=render
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spelling doaj-39ee6d1185bd4fbba5a876e2b445a0a22020-11-24T21:56:45ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-01104e012254710.1371/journal.pone.0122547Exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in Catalonia (Spain).Anna AlbaFernanda C DóreaLucas ArineroJavier SanchezRuben CordónPere PuigCrawford W RevieThe potential of fallen stock data to monitor the health status of animal populations has been noted in previous studies. However, further research is required to implement these systems for surveillance. This work presents a novel approach to determining the baselines associated with bovine fallen stock, comparing patterns between subpopulations and identifying subpopulations in which an abnormal event may occur. This study was based on data from 193,873 disposal visits carried out between 2004 and 2012 across a total of 2,991 bovine farms. Proxy measurements such as the number of collections carried out and the weight of carcasses collected were used. Both outcomes were aggregated weekly at different geographical scales for three production types (beef cattle, dairy cattle and heifer fattening). The analysis of these data combined autoregressive integrated moving average modelling and hierarchical time series methods.The three production types exhibited historical baselines that differed notably from one another. Based on the 757 beef cattle farms monitored, the mean number of collections registered per week at the regional level was 37 (range: 10-83). This series was relatively constant over time and showed a marked yearly seasonality. In contrast, for the 426 dairy cattle farms the mean number of disposal visits registered weekly was 121 (range: 71-180), showing half-yearly and yearly seasonality and a marked increase over the period monitored. From the 1,808 heifer fattening farms the mean number of disposal visits was 248 (range: 166-357) and the pattern presented a marked alternating trend over time. These patterns were assessed and compared at regional, provincial, county and municipal levels. The use of hierarchical time series approaches appeared to be a useful tool for comparing the patterns within different subpopulations over time as well as for assessing the spatial extent to which various abnormal events could be detected.http://europepmc.org/articles/PMC4398401?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Anna Alba
Fernanda C Dórea
Lucas Arinero
Javier Sanchez
Ruben Cordón
Pere Puig
Crawford W Revie
spellingShingle Anna Alba
Fernanda C Dórea
Lucas Arinero
Javier Sanchez
Ruben Cordón
Pere Puig
Crawford W Revie
Exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in Catalonia (Spain).
PLoS ONE
author_facet Anna Alba
Fernanda C Dórea
Lucas Arinero
Javier Sanchez
Ruben Cordón
Pere Puig
Crawford W Revie
author_sort Anna Alba
title Exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in Catalonia (Spain).
title_short Exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in Catalonia (Spain).
title_full Exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in Catalonia (Spain).
title_fullStr Exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in Catalonia (Spain).
title_full_unstemmed Exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in Catalonia (Spain).
title_sort exploring the surveillance potential of mortality data: nine years of bovine fallen stock data collected in catalonia (spain).
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description The potential of fallen stock data to monitor the health status of animal populations has been noted in previous studies. However, further research is required to implement these systems for surveillance. This work presents a novel approach to determining the baselines associated with bovine fallen stock, comparing patterns between subpopulations and identifying subpopulations in which an abnormal event may occur. This study was based on data from 193,873 disposal visits carried out between 2004 and 2012 across a total of 2,991 bovine farms. Proxy measurements such as the number of collections carried out and the weight of carcasses collected were used. Both outcomes were aggregated weekly at different geographical scales for three production types (beef cattle, dairy cattle and heifer fattening). The analysis of these data combined autoregressive integrated moving average modelling and hierarchical time series methods.The three production types exhibited historical baselines that differed notably from one another. Based on the 757 beef cattle farms monitored, the mean number of collections registered per week at the regional level was 37 (range: 10-83). This series was relatively constant over time and showed a marked yearly seasonality. In contrast, for the 426 dairy cattle farms the mean number of disposal visits registered weekly was 121 (range: 71-180), showing half-yearly and yearly seasonality and a marked increase over the period monitored. From the 1,808 heifer fattening farms the mean number of disposal visits was 248 (range: 166-357) and the pattern presented a marked alternating trend over time. These patterns were assessed and compared at regional, provincial, county and municipal levels. The use of hierarchical time series approaches appeared to be a useful tool for comparing the patterns within different subpopulations over time as well as for assessing the spatial extent to which various abnormal events could be detected.
url http://europepmc.org/articles/PMC4398401?pdf=render
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