Pea Hull Fiber: A Dietary Fiber to Modulate Gastrointestinal Function and Gut Microbiota
Bibliographic record
Abstract
The human gut microbiota is increasingly associated with disease risk and progression, and fiber is a key modulator of its composition and metabolic activity. Ground pea hull, which anatomically is the seed coat or testa and is commonly referred to as pea hull fiber, has been shown to positively impact gastrointestinal function by increasing stool frequency. However, its effects on gut microbiota are less clear. In young adults, pea hull fiber has been shown to enhance protective species such as Faecalibacterium prausnitzii and various other butyrate producers—an effect that is similar to consumption of whole pulses. In older adults with chronic disease, consuming foods with added fiber, including pea hull fiber, has been shown to reduce gut-generated inflammatory compounds, suggesting depression of deleterious protein fermentation in the colon. As pea hull fiber may have little impact on the Bifidobacterium and Lactobacillus genera (both are thought to enhance health), its potential beneficial effects ma...
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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) | 0.000 | 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) | 0.003 | 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".