Effect of Complex Food Environment on Production of Enteriocin IN 3531 with <i>Enterococcus faecium </i>IN3531 as a Starter in Chinese Fermentation Paocai Making
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
Enterococcus faecium IN3531 has beensuccessfully confirmed to have no disease-causing factors and antibioticresistance and it had been confirmed that the ability to produce bacteiocins inMRS. In this study, the effects of the complex food environment in Chinese fermentationpaocai making on Enteriocin IN3531 production were studied. It was concludedthat the complex food environment didn’t thoroughly interferes with bacteriocinproduction levels. Results obtained showed that the suitable fermentationconditions for enterocin IN3531 production in Chinese fermentation paocai makingusing Enterococcus faecium IN3531 asa starter were the initial salt concentration of 2%, the inoculum size of 3%,the fermentation temperature of 35 °C, the ratio of material to liquid of 30%, fermentationtime of 108 hours.
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 | 0.001 | 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