MétaCan
Menu
← Back to cohort
Record W4224289490 · doi:10.1139/cjps-2022-0043

AAC Coldfront hard red winter wheat

2022· article· en· W4224289490 on OpenAlexafffundvenueabout
R. J. Graf, Brian L. Beres, André Laroche, Reem Aboukhaddour, D. G. Humphreys, R.J. Larsen, Harpinder Randhawa, Nora A. Foroud, H. S. Sidhu

Bibliographic record

VenueCanadian Journal of Plant Science · 2022
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicWheat and Barley Genetics and Pathology
Canadian institutionsAgriculture and Agri-Food Canada
FundersAlberta Wheat CommissionUniversity of ManitobaWestern Grains Research FoundationAgriculture and Agri-Food CanadaAlberta Crop Industry Development Fund
KeywordsWinter wheatCultivarButeoTest weightAgronomyBiologyRust (programming language)Horticulture

Abstract

fetched live from OpenAlex

AAC Coldfront is a hard red winter wheat (Triticum aestivum L.) cultivar with broad adaptation and excellent performance in all production areas of western Canada. Eligible for grades of Canada Western Red Winter (CWRW) wheat, AAC Coldfront was evaluated in the Western Canadian Winter Wheat Cooperative registration trials relative to CDC Buteo, Emerson, Moats, and AAC Elevate. Based on 32 replicated trials over 3 years (2017/2018–2019/2020), AAC Coldfront produced significantly more grain than all of the checks (108–115%) at a protein concentration similar to the check mean, suggesting an improved capacity to convert soil moisture and nutrients into grain under a wide range of western Canadian field conditions. AAC Coldfront expressed very good winter survival, medium to late maturity, short to moderate height, excellent lodging resistance, and high test weight. AAC Coldfront was rated resistant to stem, leaf, and stripe rust, intermediate in resistance to Fusarium head blight, and susceptible to common bunt. It became a check for western Canadian winter wheat registration trials in 2021/2022.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.406
Threshold uncertainty score0.807

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.021
GPT teacher head0.192
Teacher spread0.171 · 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 designBench or experimental
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

Citations0
Published2022
Admission routes4
Has abstractyes

Explore more

Same venueCanadian Journal of Plant Science→Same topicWheat and Barley Genetics and Pathology→French-language works237,207→