Effect of outdoor open pack space allowance on the behavior of freestall-housed dairy cows
Bibliographic record
Abstract
Providing dairy cows access to pasture is desirable, given their strong motivation for pasture access, but this practice is hindered by several practical constraints, including lack of available pasture. An alternative to pasture is an outdoor area that is bedded with a soft material such as sand or wood chips that requires less space than pasture, given the absence of soil or grass that can otherwise be damaged by cow traffic. However, little is known about space requirements for alternative outdoor areas. This study investigated how space allowance affected cow preference to be outdoors as well as cow behavior on an outdoor pack. A total of 3 groups of 24 pregnant, lactating, healthy Holstein cows were used. Each group was given 3 d for social dynamics to stabilize; during this time cows were kept indoors in a freestall pen. A habituation phase of 5 d followed, where animals were given free access to the outdoor pack with a space allowance of 16 m 2 /cow. Cows were moved outside (if not already outdoors) at set times each day during the habituation phase (i.e., 5 times during the first 2 d and 2 times during the last 3 d). Cows were then given free access to the outdoor pack, but space allowance was changed every day. A total of 13 different space allowances were randomly applied, without replacement, ranging from 4 to 16 m 2 /cow in 1-m 2 increments. Using continuous video recordings, the location of the cows (i.e., in the freestall barn or on the outdoor pack) as well as displacements from a lying position on the outdoor pack were scored. Standing and lying behaviors were automatically measured using HOBO data loggers (Onset, Cape Cod, MA). Over the 24-h period, cows spent more time outside with increasing space allowance, but this result was driven almost entirely by the increased time spent outdoors during the nighttime hours. During the night, space allowance did not influence the number of displacements from lying on the outdoor pack or the proportion of time on the outdoor pack that cows spent lying down. Our results indicate that cows use an outdoor bedded pack mostly at night and that the time spent outside at night increases with increasing space allowance. Providing an outdoor bedded pack should be considered when designing dairy cattle housing systems.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".