Study of the association of atmospheric temperature and relative humidity with bulk tank milk somatic cell count in dairy herds using Generalized additive mixed models. (October 2017)
- Record Type:
- Journal Article
- Title:
- Study of the association of atmospheric temperature and relative humidity with bulk tank milk somatic cell count in dairy herds using Generalized additive mixed models. (October 2017)
- Main Title:
- Study of the association of atmospheric temperature and relative humidity with bulk tank milk somatic cell count in dairy herds using Generalized additive mixed models
- Authors:
- Testa, Francesco
Marano, Giuseppe
Ambrogi, Federico
Boracchi, Patrizia
Casula, Antonio
Biganzoli, Elia
Moroni, Paolo - Abstract:
- Abstract: Elevated bulk tank milk somatic cell count (BMSCC) has a negative impact on milk production, milk quality, and animal health. Seasonal increases in herd level somatic cell count (SCC) are commonly associated with elevated environmental temperature and humidity. The Temperature Humidity Index (THI) has been developed to measure general environmental stress in dairy cattle; however, additional work is needed to determine a specific effect of the heat stress index on herd-level SCC. Generalized Additive Model methods were used for a flexible exploration of the relationships between daily temperature, relative humidity, and bulk milk somatic cell count. The data consist of BMSCC and meteorological recordings collected between March 2009 and October 2011 of 10 dairy farms. The results indicate that, an average increase of 0.16% of BMSCC is expected for an increase of 1 °C degree of temperature. A complex relationship was found for relative humidity. For example, increase of 0.099%, 0.037% and 0.020% are expected in correspondence to an increase of relative humidity from 50% to 51%, 80% to 81%; and 90% to 91%, respectively. Using this model, it will be possible to provide evidence-based advice to dairy farmers for the use of THI control charts created on the basis of our statistical model. Highlights: Daily temperature has a linear effect on bulk milk somatic cell count. Daily relative humidity has a non linear effect on bulk milk somatic cell count. The performance ofAbstract: Elevated bulk tank milk somatic cell count (BMSCC) has a negative impact on milk production, milk quality, and animal health. Seasonal increases in herd level somatic cell count (SCC) are commonly associated with elevated environmental temperature and humidity. The Temperature Humidity Index (THI) has been developed to measure general environmental stress in dairy cattle; however, additional work is needed to determine a specific effect of the heat stress index on herd-level SCC. Generalized Additive Model methods were used for a flexible exploration of the relationships between daily temperature, relative humidity, and bulk milk somatic cell count. The data consist of BMSCC and meteorological recordings collected between March 2009 and October 2011 of 10 dairy farms. The results indicate that, an average increase of 0.16% of BMSCC is expected for an increase of 1 °C degree of temperature. A complex relationship was found for relative humidity. For example, increase of 0.099%, 0.037% and 0.020% are expected in correspondence to an increase of relative humidity from 50% to 51%, 80% to 81%; and 90% to 91%, respectively. Using this model, it will be possible to provide evidence-based advice to dairy farmers for the use of THI control charts created on the basis of our statistical model. Highlights: Daily temperature has a linear effect on bulk milk somatic cell count. Daily relative humidity has a non linear effect on bulk milk somatic cell count. The performance of Temperature Humidity Index is improved by a non-linear index. … (more)
- Is Part Of:
- Research in veterinary science. Volume 114(2017)
- Journal:
- Research in veterinary science
- Issue:
- Volume 114(2017)
- Issue Display:
- Volume 114, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 114
- Issue:
- 2017
- Issue Sort Value:
- 2017-0114-2017-0000
- Page Start:
- 511
- Page End:
- 517
- Publication Date:
- 2017-10
- Subjects:
- Bovine -- Somatic cell count -- Temperature Humidity Index -- Generalized Additive Models
Veterinary medicine -- Periodicals
Veterinary Medicine -- Periodicals
Médecine vétérinaire -- Périodiques
Médecine vétérinaire -- Recherche -- Périodiques
Diergeneeskunde
636.089 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00345288 ↗
http://www.elsevier.com/journals ↗
http://www.journals.elsevier.com/research-in-veterinary-science/ ↗
http://www.harcourt-international.com/journals ↗ - DOI:
- 10.1016/j.rvsc.2017.09.027 ↗
- Languages:
- English
- ISSNs:
- 0034-5288
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 7774.100000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 23389.xml