Prediction of the herd somatic cell count of the following month using a linear mixed effect model.
An accurate prediction of the average somatic cell count (SCC) for the next month would be a valuable tool to support udder health management decisions. A linear mixed effect (LME) model was used to predict the average herd SCC (HSCC) for the following month. The LME model included data on SCC, herd characteristics, season, and management practices determined in a previous study that quantified the contribution of each factor for the HSCC. The LME model was tested on a new data set of 101 farms and included data from 3 consecutive years. The farms were split randomly in 2 groups of 50 and 51 farms. The first group of 50 farms was used to check for systematic errors in predicting monthly HSCC. An initial model was based on older data from a different part of the Netherlands and systematically overestimated HSCC in most months. Therefore, the model was adjusted for the difference in average HSCC between the 2 sets of farms (from the previous and current study) using the data from the first group of 50 farms. Subsequently, the data from the second group of 51 farms were used to independently assess this final model. A null model (no explanatory variables included) predicted 48 and 59% of the HSCC within the predetermined range of 20,000 and 30,000 cells/mL, respectively. The final LME model predicted 72 and 81% of the HSCC of the next month correctly within these 2 ranges. These outcomes indicate that the final LME model was a valid additional tool for farmers that could be useful in their short-term decisions regarding udder health management and could be included in dairy herd health programs.
Lievaart
J J
JJ
Department of Farm Animal Health, Faculty of Veterinary Medicine, University of Utrecht, Utrecht, the Netherlands. jlievaart@csu.edu.au
Barkema
H W
HW
van den Broek
J
J
Heesterbeek
J A P
JA
Kremer
W D J
WD
D000818:Animals; D002417:Cattle; D003612:Dairying / Q000379:methods*; D005260:Female; D016014:Linear Models; D008414:Mastitis, Bovine / Q000453:epidemiology / Q000473:pathology; D008892:Milk / Q000166:cytology*; D009426:Netherlands; D015203:Reproducibility of Results; D012621:Seasons