Data · dataset · 2026
Individual differences in training predict how well dairy cows adjust to automatic milking
Listed in Borealis
Dairy cows transitioning to automatic milking systems (AMS) must learn to visit the unit voluntarily; cows that fail to do so must be fetched repeatedly, increasing the risk of negative human-animal interactions.
Description
Delayed visits also carry welfare consequences, including udder engorgement and reduced lying and feeding times. Understanding why some cows adapt poorly, and whether they can be identified early, is important for developing management strategies for the transition period.
We tested whether positive reinforcement training (PRT) could ease a herd-wide transition to AMS, and whether individual responses to training predicted subsequent AMS use. We enrolled 181 lactating Holstein cows housed in four pens, each with one AMS unit. Before the transition, cows received either baseline training alone (control; n = 71) or baseline training preceded by PRT (n = 110).
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Treatment was randomised at the cow level in one pen and assigned at the pen level in the remaining three. During PRT, cows were given one opportunity daily to approach and enter the AMS, with pelleted concentrate as an incentive. After each session, cows were scored on the furthest stage of engagement reached: Step 1 (no interaction), Step 2 (approached but did not enter), or Step 3 (entered or walked through).
Cow behaviour was monitored for four weeks following the transition, with the daily maximum interval between AMS visits as the primary outcome variable. We tested the effect of PRT in the randomised pen, then examined whether training progression predicted subsequent AMS use across all PRT-trained cows. PRT had no detectable effect on maximum visit interval in the randomised pen (difference between control and treatment: 8.3 ± 39.2 min; 95% CI: -70.7 to 87.3 min).
Among PRT-trained cows, however, those that engaged the least had the longest maximum intervals between visits: Step 1 (n = 6; 877.0 ± 50.4 min), Step 2 (n = 50; 720.0 ± 20.5 min), and Step 3 (n = 54; 593.9 ± 17.7 min). Individual responses to PRT may provide an early indicator of how well a cow will behaviourally adjust to AMS milking, allowing those at greater risk of a difficult transition to be identified before it begins.
More broadly, these findings suggest that understanding AMS adaptation in dairy cows may require looking beyond the overall effects of training interventions or broad behavioural traits, and instead focusing on the behaviours cows express towards the technology itself as a more direct indicator of adaptation.
Links
Where it is published
- Dataverse dataset page borealisdata.ca/dataset.xhtml?persistentId=doi%3A10.5683%2FSP3%2FKIU3R6 ↗
landing page · from borealisdata ca
- DOI doi.org/10.5683/sp3/kiu3r6 ↗
DOI / persistent id · from borealisdata ca
Catalogue records · 1
- Dataverse API borealisdata.ca/api/datasets/:persistentId/?persistentId=doi%3A10.5683%2FSP3%2… ↗
metadata API · from borealisdata ca
Topics
- Stated by source
- Agricultural Sciences
- From keywords
- Animal welfare · Life Sciences
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Borealis | doi:10.5683/SP3/KIU3R6 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:field:300306 | mapping · borealisdata ca | vocabulary-mapper@1.0.0 | keywords['Animal Welfare'] |
| concepts[field].dataverse_subject:agricultural-sciences | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:life-sciences | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| created_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| description | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /description |
| publication_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| title | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /name |
| updated_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| version_label | source · borealisdata ca | connector:borealisdata_ca@1.0.0 |