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Record W3212641481 · doi:10.1002/agj2.20945

Nitrogen and phosphorus uptake and nitrogen fixation estimation of faba bean in western Canada

2021· article· en· W3212641481 on OpenAlexaffabout
Serena Roslyn Klippenstein, Hamid Khazaeı, Albert Vandenberg, J.J. Schoenau

Bibliographic record

VenueAgronomy Journal · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicLegume Nitrogen Fixing Symbiosis
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsVicia fabaNitrogenStrawAgronomyNitrogen fixationPhosphorusField peaCultivarField experimentHuman fertilizationNutrientChemistryBiologyAnimal scienceCropEcology

Abstract

fetched live from OpenAlex

Abstract Faba bean (Vicia faba L.) has very efficient dinitrogen (N2) fixation, the greatest among grain legumes. The main aims of this study were to investigate the effect of nitrogen (N) and phosphorus (P) fertilizers on yield, N and P uptake, and biological nitrogen fixation (BNF) potential of faba bean. Four faba bean cultivars (‘CDC Snowdrop’, ‘219‐16’, ‘Snowbird’, and ‘Tabasco’) were grown in a 2‐yr field experiment at four site‐locations in Saskatchewan, Canada, during 2016 and 2017. In addition, a controlled‐environment study was also conducted to address how P fertilization influences growth and proportion of nitrogen derived from the atmosphere (%Ndfa) through BNF in 2017. Yield was not significantly affected by cultivar, fertilization or site‐location, however, N and P uptake were significantly affected to varying degrees by all three effects. The average faba bean grain yield was 5,280 kg ha–1 in field experiments. Average grain N uptake (117–300 kg N ha–1) and P uptake (15–35 kg P ha–1 and 34–80 kg P2O5 ha–1) were significantly greater than straw N and P uptake in the field. An estimated 88% Ndfa was obtained in the controlled‐environment study and 230 kg N ha–1 of N uptake was observed in aboveground biomass (grain and straw) in the field experiments. Results support the efficiency of N2 fixation in this species in western Canada.

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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.029
Threshold uncertainty score0.097

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.010
GPT teacher head0.199
Teacher spread0.189 · 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

Citations15
Published2021
Admission routes2
Has abstractyes

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