Assessment of systemic inflammation following oral calcium supplementation in postpartum dairy cows – a pilot-scale randomized controlled trial
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A new line of thinking is emerging to link inflammation with calcium metabolism. Around parturition, dairy cows inevitably and perhaps necessarily experience some degree of systemic inflammation, but excessive or dysregulated inflammation likely contributes to inflammatory disease. Immune activation decreases blood Ca, so greater extracellular Ca availability may potentiate or sustain inflammation. Hypocalcemia may be an adaptive response to inflammation. The objective of this study was to investigate a possible role of supplemental calcium (Ca) in postpartum systemic inflammation in dairy cows. We hypothesized that in clinically healthy multiparous cows, postpartum administration of supplemental Ca may increase serum concentrations of markers of inflammation.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it