Detection of 30 bp DNA fragments with a sensitive modified Southern blot analysis
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
To evaluate crops generated by new breeding techniques, it is important to confirm the removal of recombinant DNAs (rDNAs) derived from foreign genes including unintentionally introduced short rDNA(s). We attempted to develop a sensitive detection method for such short rDNAs using Southern blot analysis and performed a model study targeting single-copy endogenous genes in plants. To increase the detection sensitivity, the general protocol for Southern blot analysis was modified. In the model study, we used endogenous-gene-targeting probes in which complementary sequences were serially replaced by dummy sequences, and detected complementary sequences as well as 30 bp. We further evaluated the sensitivity using short rDNAs derived from GM sequences as pseudoinsertions, and the results demonstrated that rDNA-insertions as small as 30 bp could be detected. The results suggested that unintentionally introduced rDNA-insertions were 30 bp or more in length could be detected by the Southern blot analysis.
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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 it