Bibliographic record
Abstract
To optimize the RAPD reaction condition for Hopea chinensis genomic DNA,the concentrations of MgCl2,dNTPs,Taqpolymerase,primers and template DNA were studied,and the optimal anneal temperature of primer and cycles were determined through gradient PCR.The optimal PCR system for RAPD analysis was 1 × PCR buffer,3 mmol / L MgCl2,0.2 mmol/LdNTPs,0.5 U/25 μL Taqpolymerase,0.4 μmol/L primer,5 ng/μL template DNA in 25 μL reaction solution.And the augmentation procedure was pre-denaturation at 94 ℃ for 5 min,denaturation at 94 ℃ for 1 min,annealing at 35 ℃ for 1 min,extension at 72 ℃ for 1.5 min,reaction with 35 cycles,and extension at 72 ℃ for 7 min.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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".