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Record W4407234970 · doi:10.1111/wre.70003

Competitive fitness of bird rape mustard ( <i>Brassica rapa</i> L.) that integrated transgenes conferring glyphosate resistance in commercial fields

2025· article· en· W4407234970 on OpenAlex
Marie‐Josée Simard, Martin Laforest, Sara L. Martin

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueWeed Research · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicGenetically Modified Organisms Research
Canadian institutionsAgriculture and Agri-Food Canada
FundersAgriculture and Agri-Food CanadaGovernment of Canada
KeywordsBrassica rapaGlyphosateBrassicaBiologyResistance (ecology)Mustard PlantHerbicide resistanceTransgeneBotanyHorticultureBiotechnologyAgronomyGeneticsWeedGene

Abstract

fetched live from OpenAlex

Abstract Ten years after the introduction of genetically engineered canola ( Brassica napus L.), bird rape mustard ( Brassica rapa L.) with transgenes conferring glyphosate resistance was reported where the crop and the weed were sympatric. Another decade later, populations of these weeds were reported on farms located beyond this initial region of sympatry. To determine if populations with introgressed transgenes have the potential to persist in field borders where wild types and crop plants can be found, the competitive fitness of two of these populations was compared to that of two naturalised wild Brassica rapa populations, a B. rapa cultivar and a B. napus cultivar, in a greenhouse study. Single plants of each of these six Brassica lines (referred to as types) were grown surrounded by four to eight contour plants (1:4 or 1:8) of each type, for a total of 36 combinations, at two densities. The experiment included four replicates and was repeated twice with one trial ending at flowering and the second continuing to plant maturity. Analyses evaluated the effect of Brassica type and density on phenology, total aboveground biomass and seed production as well as gains or losses in these latter fitness components by centre plants compared to contour plants. Results demonstrate that the bird rape mustard populations with transgenes from haphazard crosses with glyphosate‐tolerant B. napus crop plants were not always as fit as other, wild B. rapa populations. Their early development was slower than wild types and their biomass was generally reduced when grown surrounded by dissimilar plant types. Nevertheless, observed differences were unlikely to limit the persistence of these biotypes in the absence of glyphosate application.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.446
Threshold uncertainty score0.960

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.084
GPT teacher head0.329
Teacher spread0.245 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it