Evaluation of biological effects of phytochemicals in dairy cattle
Bibliographic record
Abstract
A study was conducted to assess the biological effects of the polyphenolic compounds of cocoa powder and green tea extract when administered to lactating dairy cows. Treatments were administered via constant abomasal infusion to eight rumen fistulated, lactating dairy cows in a 4x4 balanced duplicated Latin Square design. Cows received the standard TMR each morning and were milked twice daily in the morning and late afternoon. Blood samples were collected daily from the coccygeal vessel, and milk samples were collected daily at each the morning and afternoon milking. Blood samples were analyzed for NEFA and BHB as indicators of liver function, as well as for complete blood count for an indication of overall immune status. A method for HPLC/MS and GC/MS analysis was developed for future analysis of blood and milk samples to determine the transfer efficiency of polyphenols across the digestive tract, through the blood, and to the mammary gland.
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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 | 0.000 |
| 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".