Benefits of intrauterine treatment with cephapirin in dairy cows with endometritis
Bibliographic record
Abstract
Reproductive performance of dairy cows (Sheldon et al, 2006) and farm economic efficiency (Bartlett et al, 1986, Drillich et al, 1994, Guard et al, 1994) are related to the health status of the uterus at the end of the voluntary waiting period. Uterine diseases affect about half of dairy cows in the postpartum period (Klucinski et al, 1990, Leblanc et al, 2008) and cause infertility by disrupting uterine and ovarian functions (William et al, 2005). The hypothesis of the current study was that treatment with antibiotic would improve uterine health and reproductive efficiency in dairy cows with uterine infection. The objective was to assess the efficacy of cephapirin intrauterine treatment preceding a timed Al protocol in lactating cows with purulent vaginal discharge (PVD) and cytological endometritis (CYT).
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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 | 0.000 |
| 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".