Assessment of risk of GM contamination in flaxseed accessions imported from Canada: a case study to restrict the unauthorized GM events from entering India
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
Abstract In India, the restriction of genetically modified (GM) crops and derived products not approved in the country necessitates surveillance for transgene(s) in plant material/products imported into the country. CDC Triffid expressing acetolactate synthase ( ALS ) conferring tolerance to sulphonylurea herbicide is the only GM flax event that has got approval in Canada in 1990s and subsequently deregistered in 2001. In spite of deregistration, the unexpected and unauthorized detection of traces of GM flax in the consignments imported from Canada to Europe has further necessitated the stringent monitoring of flax shipments from Canada for suspected GM incidents. This study reports on the detection of transgenic elements being present in GM flax employing polymerase chain reaction assays, in a set of 123 flaxseed accessions imported from Canada for research purpose. Based on the tests conducted, none of the transgenic elements, namely, nos promoter ( P-nos ), nos terminator ( T-nos ), nptII marker gene, ALS transgene, as present in the GM flax CDC Triffid were detected in any of the tested accessions. The well-known herbicide tolerance gene cp4-epsps , being employed in Roundup ® Ready events of other crops, was also not detected in these samples. This case study has demonstrated the importance of monitoring the presence of transgene(s) in flaxseed imports, and such studies need to be carried out for the imported seeds from the country where GM events of respective crop are being approved whereas they have not been approved in the country of import as a part of precautionary approach.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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