The role of gut microbiota in the health and disease of pigs
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
The gut microbial ecosystem is fundamental in proper nutritional, physiological, and immunological functions of the pig. However, composition and function of a healthy microbial ecosystem have yet to be qualitatively and quantitatively defined to be used as a tool to maximize animal health and performance. As efforts are made to reduce antibiotic use in swine production, the gut microbiota needs to be recognized for its capacity to enhance disease resistance. Increasing diet complexity, by including cereal grains high in fermentable carbohydrates, is a sustainable option to increase microbial diversity and beneficial microbes, help prevent incidence of post-weaning diarrhea, and decrease sub-therapeutic antibiotic use. Although currently limited by regulatory issues, the introduction of microbial communities that have evolved to protect the pig may increase diversity of the gut microbial ecosystem and provide further protection.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 it