Bioactive peptides as antioxidants and antimicrobials: fundamentals and applications
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
Bioactive peptides are well-known for their remarkable tissue affinity, specificity, and effectiveness in promoting health. Extracted from food proteins, these bioactive peptides have displayed significant potential as functional foods and nutraceuticals. Throughout the years, numerous potential bioactive peptides derived from food sources have been documented. These bioactive peptides offer a wide range of crucial functions within the human body, including acting as antioxidants, antimicrobial agents, anti-inflammatory compounds, anti-hypertensive substances, and immunomodulators. More recently, extensive research has been conducted to investigate the origins, bioavailability, potential physiological effects and functionality, as well as the mechanisms of action of bioactive peptides in rendering health benefits. Researchers have also delved into various technological methods for preparing, purifying, and characterizing these peptides. This contribution primarily centers on exploring the antioxidant and antimicrobial aspects of bioactive peptides.
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