Enzymatic synthesis of octyl glucoside catalyzed by almond β-glucosidase in organic media
Bibliographic record
Abstract
The synthesis of n-octyl-β-D-glucopyranoside can be performed by direct condensation of 1-octanol and glucose, catalyzed by immobilized almond beta-glucosidase, using solid glucose suspended in 1-octanol as a reaction media. Both the rate of reaction and the conversion could be enhanced by using acetonitrile and N,N-dimethylformamide (DMF) as co-solvents, the latter giving the best results. The rate of reaction was dependent on the concentration of DMF and on the initial water activity (aw), with higher water activity fostering faster reactions. The rate increased with DMF concentration, up to 20% DMF, but diminished rapidly at higher concentrations. Product concentration could be increased from 40 to 100 mM by going from 0 to 20% DMF; however, it was not sensitive to the initial water activity.Key words: β-glucosidase, alkyl glycosides, reverse hydrolysis, water activity, organic solvent.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".