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Record W2035073001 · doi:10.4141/cjps08185

The biology of Canadian weeds. 142. <i>Camelina alyssum</i> (Mill.) Thell.; <i>C. microcarpa</i> Andrz. ex DC.; <i>C. sativa</i> (L.) Crantz.

2009· article· en· W2035073001 on OpenAlexvenueaboutno aff
A. Francis, Suzanne I. Warwick

Bibliographic record

VenueCanadian Journal of Plant Science · 2009
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgronomic Practices and Intercropping Systems
Canadian institutionsnot available
FundersGovernment of the United Kingdom
KeywordsCamelina sativaCamelinaWeedCropAgronomyBiologyThistleWeed controlAgroforestry

Abstract

fetched live from OpenAlex

This paper summarizes biological information on three cruciferous weed species: Camelina alyssum, C. microcarpa and C. sativa. Camelina sativa, which had been gathered or cultivated as an oil seed for many centuries in Europe, was the first to reach North America as a weed, towards the mid-19th century, gradually spreading across the prairies, mainly in crops, to British Columbia and the Northwest Territory. The most common of the three species in North America, C. microcarpa, arrived in the late 19th century, and subsequently appeared at numerous crop and uncultivated sites across the country, probably in cargo as the railways expanded. Camelina alyssum appeared in the early 20th century at restricted sites on the prairies, mostly in Saskatchewan. All three species have diminished in importance as crop weeds in western Canada over the past few decades. This reduction could be related to increased weed control by herbicides. Herbicide-resistant biotypes have recently been reported in C. microcarpa. Camelina sativa has attracted renewed interest as an oil crop, because of an adaptation to various climatic conditions, low nutrient requirements and resistance to disease and pests. In Europe, where it is now widely grown, it has shown considerable potential in the food, animal feed, nutraceutical, paint, dye, cosmetic and biofuel industries. In North America, it is being grown on a trial basis mainly for its potential as a biofuel in Alberta, Saskatchewan, the Maritime Provinces, and the northern United States of America.Key words: Flat-seeded false flax, small-seeded false flax, large-seeded false flax, caméline alysson, caméline à petits fruits, caméline cultivée, weed biology

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.143
Threshold uncertainty score0.287

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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.

Opus teacher head0.017
GPT teacher head0.209
Teacher spread0.192 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations74
Published2009
Admission routes2
Has abstractyes

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