There has been increased interest in the care and housing of cows with concerns for cow welfare given the increasing size of the average dairy herd across developed countries [1]. Animal welfare concerns are commonly directed at farm animals, and in particular housed and more intensive production systems with large numbers of animals [2]. With larger herds the expectation is often that each dairy stockperson will look after more animals as farms either seek to reduce labor costs or find it difficult to source skilled labor.
Close monitoring at calving is required by the stockperson to ensure the survival of the mother and her offspring, with problems potentially impacting on future lifetime performance. While some idea of expected calving date is often known, or estimated from time of insemination and gestation length, this estimate is often imprecise and requires some subjective judgement by the farmer with regular checks during late pregnancy to ensure a successful outcome for the mother and offspring. To assist a stockperson at calving, and given the importance of a successful birth and potential need for intervention, a number of sensor technologies have been developed. These technologies have largely been based on accelerometers and movement detection [3,4][1][2], or an alternative is computer vision [5,6][3][4], which have been developed to support farm management and improve animal health and wellbeing, and ultimately productivity. The frequency of lying, standing and tail movements of an animal have been found to change in the period prior to calving in both dairy [7][5] and beef cattle [8][6], and may give some indication of the need for assistance. Dystocia is fairly common in dairy cows and is a major cause of calf mortality [9,10][7][8]. Barrier et al. [10][8] found that calves which survived dystocia had poorer welfare in the neonatal period and possibly beyond, with lower passive immunity transfer, higher mortality and higher indicators of physiological stress. Although preventing dystocia is close to impossible, quick and timely intervention will help avoid the risk of poor health outcomes. Individual evaluation and continuous monitoring of dairy cows around the time of calving is important to identify any need for intervention or health problems as early as possible. The impact on lifetime performance and labor cost is estimated to range from £110 to £400 per assisted calving [11][9].
Variable | Mean (s.e.) | df | F Statistic | p Value | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Parity | Primiparous | 0.04 (0.01) | 1 | 0.02 | 0.877 | |||||||
Multiparous | 0.04 (0.01) | |||||||||||
Time period | ||||||||||||
Multiparous | 0.06 (0.01) | 1 | ||||||||||
Time period 1Period 1 | 0.03 (0.02) | 2 | 0.2 | Period 10.795 | ||||||||
0.06 (0.01) | 2 | 1.7 | 0.191 | Period 2 | 0.05 (0.01) | |||||||
Period 3 | ||||||||||||
Period 2 | 0.07 (0.01) | |||||||||||
Period 30.05 (0.01) | ||||||||||||
0.06 (0.01) | Assistance 2 | |||||||||||
Assistance Assisted | 2 | Assisted0.05 (0.01) | 1 | 0.2 | 0.631 | |||||||
0.07 (0.01) | 1 | 0.2 | 0.630 | Unassisted | 0.04 (0.01) | |||||||
Unassisted | 0.06 (0.01) | Behavior 3 | ||||||||||
Behavior | 3 | 6 | 130 | 6 | 140<0.001 | |||||||
<0.001 | Time period × assistance | Period 1/Assisted | 0.04 (0.02) | 2 | 0.5 | 0.631 | ||||||
Time period × assistance | Period 1/Assisted | 0.07 (0.01) | 2 | 2.1 | 0.119 | Period 1/Unassisted | 0.03 (0.03) | |||||
Period 1/Unassisted | 0.05 (0.02) | Period 2/Assisted | 0.06 (0.02) | |||||||||
Period 2/Assisted | 0.08 (0.01) | Period 2/Unassisted | 0.04 (0.01) | |||||||||
Period 3/Assisted | 0.04 (0.02) | |||||||||||
Period 3/Unassisted | 0.05 (0.01) | |||||||||||
Assistance × behavior | Assisted/Contractions | 0.01 (0.01) | 6 | 0.9 | 0.515 | |||||||
Assisted/Drinking | 0.01 (0.01) | |||||||||||
Assisted/Eating | 0.03 (0.02) | |||||||||||
Assisted/Lying | 0.47 (0.03) | |||||||||||
Assisted/Shuffle | 0.04 (0.01) | |||||||||||
Assisted/Stand | 0.36 (0.03) | |||||||||||
Assisted/Walking | 0.02 (0.01) | |||||||||||
Unassisted/Contractions | 0.002 (0.004) | |||||||||||
Unassisted/Drinking | 0.01 (0.01) | |||||||||||
Unassisted/Eating | 0.06 (0.01) | |||||||||||
Unassisted/Lying | 0.52 (0.01) | |||||||||||
Period 2/Unassisted | 0.07 (0.01) | |||||||||||
Period 3/Assisted | 0.05 (0.01) | |||||||||||
Period 3/Unassisted | 0.07 (0.01) | |||||||||||
Assistance × behavior | Assisted/Contractions | 0.05 (0.01) | 6 | 1.3 | 0.257 | Unassisted/Shuffle | 0.03 (0.01) | |||||
Unassisted/Stand | ||||||||||||
Assisted/Drinking | 0.01 (0.004) | |||||||||||
Assisted/Eating | 0.01 (0.01) | 0.34 (0.01) | ||||||||||
Unassisted/Walking | 0.01 (0.003) | |||||||||||
Time period × behavior | Period 1/Contractions | 0 (0.001) | 12 | 4.4 | <0.001 | |||||||
Period 1/Drinking | 0.01 (0.01) | |||||||||||
Assisted/Lying | 0.07 (0.01) | |||||||||||
Assisted/Shuffle | 0.24 (0.02) | |||||||||||
Assisted/Stand | 0.34 (0.02) | |||||||||||
Assisted/Walking | 0.09 (0.01) | |||||||||||
Unassisted/Contractions | 0.01 (0.01) | |||||||||||
Unassisted/Drinking | 0.01 (0.002) | |||||||||||
Unassisted/Eating | 0.03 (0.004) | |||||||||||
Unassisted/Lying | 0.06 (0.01) | Period 1/Eating | 0.10 (0.02) | |||||||||
Period 1/Lying | 0.47 (0.03) | |||||||||||
Period 1/Shuffle | 0.04 (0.01) | |||||||||||
Unassisted/Shuffle | 0.27 (0.01) | |||||||||||
Unassisted/Stand | 0.38 (0.01) | |||||||||||
Unassisted/Walking | 0.09 (0.01) | Period 1/Stand | 0.37 (0.03) | |||||||||
Period 1/Walking | 0.02 (0.01) | Period 2/Contractions | 0.002 (0.002) | |||||||||
Period 2/Drinking | 0.02 (0.01) | |||||||||||
Period 2/Eating | 0.08 (0.01) | |||||||||||
Period 2/Lying | 0.44 (0.03) | |||||||||||
Period 2/Shuffle | 0.04 (0.01) | |||||||||||
Period 2/Stand | 0.41 (0.03) | |||||||||||
Period 2/Walking | 0.02 (0.01) | |||||||||||
Period 3/Contractions | 0.07 (0.01) | |||||||||||
Period 3/Drinking | 0.004 (0.003) | |||||||||||
Period 3/Eating | 0.01 (0.01) | |||||||||||
Period 3/Lying | 0.58 (0.03) | |||||||||||
Period 3/Shuffle | 0.04 (0.01) | |||||||||||
Period 3/Stand | 0.28 (0.02) | |||||||||||
Period 3/Walking | 0.01 (0.01) | |||||||||||
Time period × behavior × assistance 4 | 12 | 0.4 | 0.966 |
Variable | Mean (s.e.) | df | F Statistic | p Value | |
---|---|---|---|---|---|
Parity | Primiparous | 0.06 (0.01) | 1 | 0.00003 | 0.996 |
Time period × behavior | |||||
Period 1/Contractions | |||||
0.002 (0.003) | |||||
12 | |||||
40.2 | |||||
<0.001 | |||||
Period 1/Drinking | |||||
0.02 (0.01) | |||||
Period 1/Eating | 0.05 (0.01) | ||||
Period 1/Lying | 0.03 (0.01) | ||||
Period 1/Shuffle | 0.31 (0.02) | ||||
Period 1/Stand | 0.45 (0.02) | ||||
Period 1/Walking | 0.13 (0.02) | ||||
Period 2/Contractions | 0.01 (0.01) | ||||
Period 2/Drinking | 0.02 (0.01) | ||||
Period 2/Eating | 0.04 (0.01) | ||||
Period 2/Lying | 0.04 (0.01) | ||||
Period 2/Shuffle | 0.31 (0.02) | ||||
Period 2/Stand | 0.45 (0.02) | ||||
Period 2/Walking | 0.13 (0.01) | ||||
Period 3/Contractions | 0.28 (0.01) | ||||
Period 3/Drinking | 0.004 (0.002) | ||||
Period 3/Eating | 0.003 (0.002) | ||||
Period 3/Lying | 0.29 (0.01) | ||||
Period 3/Shuffle | 0.16 (0.01) | ||||
Period 3/Stand | 0.21 (0.01) | ||||
Period 3/Walking | 0.04 (0.01) | ||||
Time period × behavior × assistance 4 | 12 | 0.5 | 0.926 |