Isolation and characterization of a new alkali-thermostable lipase cloned from a metagenomic library
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 construction of a cosmid library from the biomass produced in an enriched Sequencing Fed-Batch Reactor allowed the isolation of a new lipase by functional screening. The open reading frame of 928 bp encoded a polypeptide of 308 amino acids with a molecular mass of 32.6 kDa. The amino acid sequence analysis revealed the presence of the conserved pentapeptide GXSXG essential for lipase activity. Alignment with known sequences of proteins showed no more than 52% identity with different lipases, confirming the discovery of a novel gene sequence. The lipase was cloned and expressed in Streptomyces lividans and further purified by a combination of hydrophobic interaction and size-exclusion chromatography. Spectrophotometric assays with different p-nitrophenyl esters demonstrated a preference for long-length acyl chains, especially p-nitrophenylmyristate (C14). Moreover, the enzyme presented an optimal activity at 60 degrees C and at alkaline pH of 10.5.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Bench or experimental | low |
| gpt | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Bench or experimental | high |
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 | 0.001 | 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