Czech J. Anim. Sci., 2024, 69(5):165-177 | DOI: 10.17221/53/2024-CJAS
A decision support system based on disease scoring enables dairy farmers to proactively improve herd healthOriginal Paper
- 1 Department of Systems Engineering, Faculty of Economics and Management, Czech University of Life Sciences Prague, Prague – Suchdol, Czech Republic
- 2 Department of Animal Science, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Prague – Suchdol, Czech Republic
Decision support systems (DSSs) enable dairy farmers to make informed and timely decisions on herd health management. However, the lack of a disease scoring system by category and severity limits the application of this approach. In this study, we developed an innovative approach to dairy herd health management by establishing a novel scoring system for dairy herd health management aimed at providing a more nuanced understanding of disease impact. For this purpose, we retrieved 5-year data from 2 558 disease diary records of 798 primiparous and multiparous cows housed on a Czech farm and classified 125 production diseases into six categories, namely lameness, mastitis, postpartum diseases, digestive system, reproductive diseases and other diseases. Based on this metric, we developed a data-driven DSS for farm management. Using this DSS, we identified markers of disease categories for efficient veterinary monitoring on dairy farms. This DSS highlighted a decreasing trend of average monthly disease scores, yet the prevalence of postpartum and other diseases increased during the same period, due to changes in reproduction management within the herd. These findings underscore the need for data-driven targeted interventions for promoting the herd health. Therefore, our scoring model not only provides a comprehensive framework for dairy herd health monitoring and improvement but also advances dairy farming by providing a decision support system easily applicable to dairy farms based on available data recorded in disease diaries.
Keywords: dairy cows; descriptive analysis; disease scoring system; farm management; production disease
Received: April 12, 2024; Accepted: May 22, 2024; Published: May 31, 2024 Show citation
ACS | AIP | APA | ASA | Harvard | Chicago | Chicago Notes | IEEE | ISO690 | MLA | NLM | Turabian | Vancouver |
Supplementary files:
Download file | 5-111-2024_CJAS_corr_final.pdf File size: 80.75 kB |
References
- Allore HG, Jones LR, Merrill WG, Oltenacu PA. A decision support system for evaluating mastitis information.J Dairy Sci. 1995 Jun;78(6):1382-98.
Go to original source...
Go to PubMed...
- Armengol R, Fraile L, Bach A. Key Performance Indicators Used by Dairy Consultants During the Evaluation of Reproductive Performance in a First Visit. Front Vet Sci. 2022 Jun;9:871079
Go to original source...
Go to PubMed...
- Bennett RM. Case-study of a simple decision support system to aid livestock disease control decisions. Agric Syst. 1992;38(2):111-29.
Go to original source...
- Boudaoud A. Timed artificial insemination protocols in dairy cattle: Functioning, shortcomings, and improvements. Czech J Anim Sci. 2023 Jun 16;68(6):231-44.
Go to original source...
- Bowen JS. Management of dairy animals: Goat: Health management. In: McSweeney PLH, McNamara JP, editors. Encyclopedia of dairy sciences. 3rd ed. Oxford, UK: Academic Press; 2016. p. 670-6.
Go to original source...
- Cabrera VE. Data-driven decision support tools in dairy herd health. In: Bouchard E, editor. Improving dairy herd health. Madison, USA: University of Wisconsin; 2021. p. 101-18.
Go to original source...
- Carvalho MR, Penagaricano F, Santos JEP, DeVries TJ, McBride BW, Ribeiro ES. Long-term effects of postpartum clinical disease on milk production, reproduction, and culling of dairy cows. J Dairy Sci. 2019 Dec;102(12):11701-17.
Go to original source...
Go to PubMed...
- Cockram MS. Invited Review: The welfare of cull dairy cows. Appl Anim Sci. 2021 Jun 1;37(3):334-52.
Go to original source...
- Codl R, Duchacek J, Vacek M, Pytlik J, Stadnik L, Vrhel M. The influence of eating and rumination time on solids content in milk and milk yield performance of cows. Czech J Anim Sci. 2023 Apr 24;68(4):161-8.
Go to original source...
- Coignard M, Guatteo R, Veissier I, de Boyer des Roches A, Mounier L, Lehebel A, Bareille N. Description and factors of variation of the overall health score in French dairy cattle herds using the Welfare Quality® assessment protocol. Prev Vet Med. 2013 Nov 1;112(3-4):296-308.
Go to original source...
Go to PubMed...
- Damiaans B, Renault V, Sarrazin S, Berge AC, Pardon B, Saegerman C, Dewulf J. A risk-based scoring system to quantify biosecurity in cattle production. Prev Vet Med. 2020 Jun;179:104992.
Go to original source...
Go to PubMed...
- De Vliegher S, Fox LK, Piepers S, McDougall S, Barkema HW. Invited review: Mastitis in dairy heifers: Nature of the disease, potential impact, prevention, and control. J Dairy Sci. 2012 Mar;95(3):1025-40.
Go to original source...
Go to PubMed...
- Dubuc J, Denis-Robichaud J. A dairy herd-level study of postpartum diseases and their association with reproductive performance and culling. J Dairy Sci. 2017 Apr;100(4):3068-78.
Go to original source...
Go to PubMed...
- Dubuc J, Duffield TF, Leslie KE, Walton JS, Leblanc SJ. Effects of postpartum uterine diseases on milk production and culling in dairy cows. J Dairy Sci. 2011 Mar;94(3):1339-46.
Go to original source...
Go to PubMed...
- Eckelkamp EA, Bewley JM. On-farm use of disease alerts generated by precision dairy technology. J Dairy Sci. 2020 Feb;103(2):1566-82.
Go to original source...
Go to PubMed...
- Enevoldsen C, Sorensen JT, Thysen I, Guard C, Grohn YT. A Diagnostic and Prognostic Tool for Epidemiologic and Economic Analyses of Dairy Herd Health Management. J Dairy Sci. 1995;78(4):947-61.
Go to original source...
Go to PubMed...
- Ferchiou A, Lhermie G, Raboisson D. New standards in stochastic simulations of dairy cow disease modelling: Bio-economic dynamic optimization for rational health management decision-making. Agric Syst. 2021 Dec 1;194:103249.
Go to original source...
- Ferris MC, Christensen A, Wangen SR. Symposium review: Dairy Brain-Informing decisions on dairy farms using data analytics. J Dairy Sci. 2020 Apr;103(4):3874-81.
Go to original source...
Go to PubMed...
- Gilbert RO. Management of reproductive disease in dairy cows. Vet Clin North Am Food Anim Pract. 2016 Jul;32(2):387-410.
Go to original source...
Go to PubMed...
- Hall MB, Mertens DR. A 100-year review: Carbohydrates - Characterization, digestion, and utilization. J Dairy Sci. 2017 Dec;100(12):10078-93.
Go to original source...
Go to PubMed...
- Islam MA, Sharma A, Ahsan S, Mazumdar S, Rudra KC, Phillips CJC. Welfare assessment of dairy cows in small farms in Bangladesh. Animals (Basel). 2020 Feb 28;10(3):394.
Go to original source...
Go to PubMed...
- Kasna E, Zavadilova L, Krupova Z, Slosarkova S, Fleischer P. The most common reproductive disorders of cows in Holstein cattle breeding. Czech J Anim Sci. 2023 Dec 1;68(12):433-42.
Go to original source...
- Kasna E, Zavadilova L, Vareka J, Kyselova J. General resilience in dairy cows: A review. Czech J Anim Sci. 2022 Dec 20;67(12):475-82.
Go to original source...
- Kossaibati MA, Esslemont RJ. The costs of production diseases in dairy herds in England. Vet J. 1997 Jul;154(1):41-51.
Go to original source...
Go to PubMed...
- Lee M, Lee S, Park J, Seo S. Clustering and Characterization of the Lactation Curves of Dairy Cows Using K-Medoids Clustering Algorithm. Animals. 2020;10(8).
Go to original source...
Go to PubMed...
- Loucka R, Jancik F, Kumprechtova D, Koukolova V, Ku-belkova P, Tyrolova Y, Vyborna A, Joch M, Jambor V, Synkova H, Mala S, Nedelnik J, Lang J, Homolka P. Using precision livestock farming for dairy herd management. Czech J Anim Sci. 2023 Mar 20;68(3):111-21.
Go to original source...
- Masia F, Molina G, Vissio C, Balzarini M, de la Sota RL, Piccardi M. Quantifying the negative impact of clinical diseases on productive and reproductive performance of dairy cows in central Argentina. Livest Sci. 2022 Mar 1;259:104894.
Go to original source...
- McBride WD, Johnson JD. Defining and characterizing approaches to farm management. J Agric Appl Econ. 2006 Feb;38(1):155-67.
Go to original source...
- Moller HH, Krogh MA, Petersen MB, Nielsen LR, Capion N. Comparison and interobserver reliability between a visual analog scale and the Wisconsin Calf Health Scoring Chart for detection of respiratory disease in dairy calves. J Dairy Sci. 2024;107(2):1102-9.
Go to original source...
Go to PubMed...
- Park SO. Application strategy for sustainable livestock production with farm animal algorithms in response to climate change up to 2050: A review. Czech J Anim Sci. 2022 Nov 30;67(11):425-41.
Go to original source...
- Parker Gaddis KL, Cole JB, Clay JS, Maltecca C. Benchmarking dairy herd health status using routinely recorded herd summary data. J Dairy Sci. 2016 Feb;99(2):1298-314.
Go to original source...
Go to PubMed...
- Pribyl J, Safus P, Stipkova M, Stadnik L, Cermak V. Selection index for bulls of Holstein cattle in the Czech Republic. Czech J Anim Sci. 2004 Jun;49(6):244-56.
Go to original source...
- Robcis R, Ferchiou A, Berrada M, Ndiaye Y, Herman N, Lhermie G, Raboisson D. Cost of lameness in dairy herds: An integrated bioeconomic modeling approach. J Dairy Sci. 2023 Apr;106(4):2519-34.
Go to original source...
Go to PubMed...
- Sahar MW, Beaver A, Daros RR, von Keyserlingk MAG, Weary DM. Measuring lameness prevalence: Effects of case definition and assessment frequency. J Dairy Sci. 2022 Sep;105(9):7728-37.
Go to original source...
Go to PubMed...
- Santman-Berends IMGA, Brouwer H, Ten Wolthuis-Bronsvoort A, De Bont-Smolenaars AJG, Haarman-Zantinge S, Van Schaik G. Development of an objective and uniform scoring method to evaluate the quality of rearing in Dutch dairy herds. J Dairy Sci. 2018 Sep;101(9):8383-95.
Go to original source...
Go to PubMed...
- Savignano L, Piccinini R, Dapra V, Zecconi A. Dairy herd management scoring system applied to herds with different size and characteristics. Milchwiss-Milk Sci Int. 2008 Jan;63(2):185-9.
- Shabalina T, Yin T, Konig S. Survival analyses in Holstein cows considering direct disease diagnoses and specific SNP marker effects. J Dairy Sci. 2020;103(9):8257-73.
Go to original source...
Go to PubMed...
- Stankovic B, Hristov S, Ostojic-Andric D, Zlatanovic Z, Samolovac Lj, Maksimovic N. The most common health disorders and welfare of dairy cows and calves. Biotechnol Anim Husb. 2014 Jan;30(4):549-60.
Go to original source...
- Ufitikirezi JD, Bumbalek R, Zoubek T, Bartos P, Havelka Z, Kresan J, Stehlik R, Kunes R, Olsan P, Strob M, Umurungi SN, Cerny P, Otahal M, Smutny L. Enhancing cattle production and management through convolutional neural networks. A review. Czech J Anim Sci. 2024 Mar 29;69(3):75-88.
Go to original source...
- Vacek M, Stadnik L, Stipkova M. Relationships between the incidence of health disorders and the reproduction traits of Holstein cows in the Czech Republic. Czech J Anim Sci. 2007;52(8):227-35.
Go to original source...
This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International (CC BY NC 4.0), which permits non-comercial use, distribution, and reproduction in any medium, provided the original publication is properly cited. No use, distribution or reproduction is permitted which does not comply with these terms.