Impact of Silages Made of Lignocellulosic Biomass on Rumen Fermentation In-Vitro and Potential Mitigation of Acid Accumulation by Bentonite Supplementation
Bibliographic record
Abstract
The main purpose of this experimental study was to assess the accumulation of organic acids and their mitigation in rumen cultures fermenting silages.The silages used in the rumen fermentation were composed of corn stalks, bagasse, and rice straw.The rumen fermentation was conducted in vitro using batch systems at 38.5 ± 0.5℃ for 48 hours.The results showed that within 4 hours of incubation, the rumen culture fermenting bagasse silage produced 40% more VFA than other silages.Lactic acid build-up occurred exclusively in the rumen culture fermenting bagasse silage.Lactic acid production peaked after 8 hours of incubation, reaching a pH of 5.5.The addition of bentonite to the rumen culture fermenting bagasse silage reduced lactic acid concentration by 65%.Supplementing the feed with 10% bentonite can significantly increase pH from 5.5 to 6.2, potentially mitigating ruminal acidosis.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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".