Effects of Dietary Protein of Proso Millet on Liver Injury Induced by<scp>D</scp>-galactosamine in Rats
Bibliographic record
Abstract
In this paper, we examined the effects of dietary protein from proso millet on liver injury induced by D-galactosamine or carbon tetrachloride in rats using serum enzyme activities as indices. D-galactosamine-induced elevations of serum activities of aspartate aminotransferase, alanine aminotransferase, and lactate dehydrogenase were significantly suppressed by feeding the diet containing 20% protein of proso millet for 14 days as compared with those of rats fed a 20% casein diet, but not in the case of carbon tetrachloride. The results showed that proso millet protein is effective at lower dietary protein levels than that of dietary gluten reported previously. Therefore, the findings reported here may suggest that proso millet protein is considered to be another preventive food for liver injury.
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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 | 0.001 | 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 | 0.001 |
| 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".