Bibliographic record
Abstract
The kinetics of kanamycin fermentation process was studied. In this process, the relationship between cell growth and kanamycin synthesis is in accordance with the classification of Gaden III. The maximal specific growth rate was 0.0759h~(-1) and the maximal cell respiration intensity reached 11.0mmol·m~(-3)·s~(-1) in logarithmic phase. However, they were 0.009h~(-1) and 7.0mmol·m~(-3)·s~(-1) in kanamycin-producing phase respectively. In the same phase, the maximal specific kanamycin producing rate was 3.37×10~(-4) g·g~(-1)·h~(-1). Based on the experimental results, a mathematical model of the volume-varied kanamycin-producing phase was established. The result indicated that the model was able to simulate the experimental data, and the average deviation was only 9.23%. All these works are important in optimal control of volume-varied fed-batch kanamycin fermentation process.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".