Co-encapsulation of bioactives for food 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
Co-encapsulation of bioactive is an emerging field which shows promising approach to develop functionally active food products. Health-promoting components including antioxidants, vitamins, essential oils or flavors, and antimicrobials could be successfully delivered in functional foods by co-encapsulating in suitable wall matrix. Co-encapsulation is especially useful as this concept takes into account the synergistic effect of multiple bioactives in enhancing bioactivity to target specific health benefits. The review focusses on various factors governing the stability of the microencapsulated system such as drying methods and temperature, selection of wall material, surfactant, co-excipient, emulsion homogenizing speed, and appropriate combination of the bioactive for co-encapsulation to get synergistic effects. Effective results have been demonstrated by several researchers, but further studies would help in unravelling the full potential of this technique in food system.
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 | 0.001 | 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