Efficacy of a second intrauterine cephapirin infusion in dairy cows for the treatment of purulent vaginal discharge and endometritis
Bibliographic record
Abstract
Purulent vaginal discharge (PVD) diagnosed using a metricheck device and endometritis (ENDO) diagnosed using a leukocyte esterase test are associated with detrimental impact of subsequent reproductive performance of dairy cows. The efficacy of intrauterine cephapirin for treating PVD and ENDO was shown by multiple studies. All these studies validated the efficacy of 1 intrauterine cephapirin infusion given at the time of diagnosis to treat PVD and ENDO (in comparison with no treatment). Therefore, it remains unclear if cows would benefit from a second intrauterine cephapirin infusion 2 weeks after the initial treatment. The objective of this study was to quantify the impact of a second intrauterine infusion of cephapirin on the subsequent reproductive performance of postpartum dairy cows affected by PVD and ENDO.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| 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) | 0.000 | 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 teacher head, 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".