Production of Multiphase Water‐Insoluble Microcapsules for Cell Microencapsulation Using an Emulsification/Spray‐drying Technology
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
ABSTRACT A simple and easily scaled‐up technology has been developed for microencapsulation of dry probi‐otic cultures. The microcapsules, which contained micronized skim milk powder (SMP, as a model powder) dispersed in milk fat droplets surrounded by an enteric coating (insoluble whey protein film), were produced using a continuous emulsification/spray‐drying process. Microencapsulation efficiency of milk fat (MEF) and microencapsulation efficiency of SMP (MEP) in the hydrophobic phase decreased significantly (P ≤ 0.05) with an increase in the “fat:whey proteins” ratio (w/w) and an increase in the SMP percentage or a decrease in the hydrophilic/hydrophobic phase ratio, respectively, whereas size of the SMP particles had no effect. Maximum values of 58 and 29% were obtained for MEF and MEP, respectively, with a 95/5 (w/w) phase ratio and 5% (w/w) of SMP in the hydrophobic phase.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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