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Record W3200367799 · doi:10.1016/j.agee.2021.107657

Pea-based cover crop mixtures have greater plant belowground biomass, but lower plant aboveground biomass than a pure stand of pea

2021· article· en· W3200367799 on OpenAlexafffundabout
Stéphanie Lavergne, Anne Vanasse, Marie‐Noëlle Thivierge, Caroline Halde

Bibliographic record

VenueAgriculture Ecosystems & Environment · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgronomic Practices and Intercropping Systems
Canadian institutionsAgriculture and Agri-Food CanadaUniversité LavalDalhousie University
FundersNatural Sciences and Engineering Research Council of CanadaFonds de recherche du Québec – Nature et technologiesMinistère de l'Agriculture, des Pêcheries et de l'Alimentation
KeywordsBiomass (ecology)Field peaAgronomyCover cropSativumCropEnvironmental scienceWeedField experimentEcosystemBiologyEcology

Abstract

fetched live from OpenAlex

In eastern Canada, organic grain producers have a rising interest in using cover crop mixtures instead of pure stands to maximize ecosystem services. Yield stability and belowground biomass of cover crop mixtures have however received limited attention in the scientific literature, although they do affect ecosystem services. The aims of this study were to evaluate the aboveground and belowground biomass and yield stability of pea-based cover crop mixtures, and to assess species-specific contributions to aboveground biomass . In a field experiment conducted at three site-years in Quebec, Canada, a pure stand of field pea ( Pisum sativum L.) and cover crop mixtures of 2, 6, and 12 species, all including field pea, were compared to a weedy control (without cover crop). The mixtures were seeded according to a substitutive unbalanced design. The proportion of field pea ranged from 45% to 93% of the aboveground plant biomass within all mixtures. Among all site-years, pure stand of field pea provided the highest aboveground biomass (2636 kg ha −1 ), followed by the 2-species mixture (2320 kg ha −1 ) and both multi-species cover crop mixtures (mean of 1849 kg ha −1 ). Aboveground biomass was inversely correlated to cover crop diversity (Pearson coefficient of −0.73), and inversely correlated to weed biomass (Pearson coefficient of −0.54). Pure stand of field pea had the lowest belowground biomass and stability (693 kg ha −1 , CV of 28%) when compared to mixtures (886 kg ha −1 , CV of 14% on average). This study confirms that the value of pea-based mixtures, compared to a pure stand of field pea, lies mainly below the soil surface rather than above it. This could likely enhance many soil-related ecosystem services.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.703
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

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

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 head0.014
GPT teacher head0.187
Teacher spread0.172 · 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 teacher head, not a consensus.

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

Citations9
Published2021
Admission routes3
Has abstractyes

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