Inhibition of restriction enzyme's DNA sequence recognition by PUVA treatment
Bibliographic record
Abstract
Applying various restriction enzymes on a specially designed 1.5 kb DNA fragment revealed that the inhibitory effects of PUVA treatment on restriction endonuclease activities are caused by recognition inhibition. In this study, Restriction enzymes which have a 5'-TpA sequence at the cleaving site (Kpn I, Xba I, Pme I, and Dra I), and non-cleaving site (Pac I) in recognition sites, or have two 5'-TpA sequences at the recognition site and a non-specific sequence between recognition and cleaving site (BciV I) were inhibited by PUVA treatment. Most of the other restriction enzymes used in this study which do not have a 5'-TpA sequence at their restriction site were not inhibited by PUVA treatment, although a 5'-TpA sequence is located adjacent (Sma I) or very close (BamH I, Sac I and Pst I) to the recognition and cleaving site for them.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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".