Microbial diversity of Livanjski cheese with the emphasis on lactic acid bacteria based on culture‐dependent and sequencing method
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
The microbial diversity of artisanal Livanjski cheese from traditional farms and dairies was analysed. The polyphasic approach included the isolation of microorganisms by using culture‐dependent methods and the identification of viable isolates by sequencing methods. In total, 159 isolates were identified, including five strains of yeast and 15 strains of fungi. Twenty‐two species of homofermentative and heterofermentative lactic acid bacteria were classified. The Shannon–Wiener index of diversity ranged from 0.462 to 2.51 within the cheese samples from the farms and dairies. The hygiene conditions during cheese production and the age of the cheese significantly influenced the counts and diversity of microorganisms.
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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 | 0.000 | 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