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Record W4321606371 · doi:10.1139/cjfr-2022-0205

Comparing biomass yields of various willow cultivars in short-rotation coppice over six growing seasons across a broad climatic gradient in Eastern Canada

2023· article· en· W4321606371 on OpenAlexafffundvenueabout
Michel Labrecque, Stéphane Daigle, Snizhana Olishevska

Bibliographic record

VenueCanadian Journal of Forest Research · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicBioenergy crop production and management
Canadian institutionsGrain Research CentreUniversité de MontréalEspace pour la vie
FundersMinistère de l'Agriculture, des Pêcheries et de l'Alimentation
KeywordsCoppicingWillowShort rotation coppiceShort rotation forestryProductivityContext (archaeology)Biomass (ecology)CultivarAgroforestryEnvironmental scienceSalix viminalisAgronomyWoody plantGeographyForestryBiologyEcology

Abstract

fetched live from OpenAlex

The current context of ecological transition and the fight against climate change have revived interest in short-rotation coppice (SRC) of woody crops for bioenergy or bioproduct purposes. To determine the growth and yield potential of different willow cultivars, plantations were established in five regions of Quebec (Canada) across a wide climatic gradient. The present study compares results obtained after six years of cultivation at two coppicing frequencies (two and three years). Although annual yields approaching 20 tons ha−1 have been recorded at several of the study sites, little difference in the productivity of the tested cultivars was found, except for Salix viminalis “5027”, which was generally less productive. Overall productivity was weakest at La Morandière, the northernmost site. Neither frequency of coppicing lead to a difference in yields. At La Pocatière, one of the coldest regions in this study, yields of cultivars were comparable to those recorded at the southernmost sites. Moreover, the highest cumulative yield after six years was recorded at that site with the cultivar “SV1”. The fact that yields at most sites remain high after several years is indicative of the production potential of willow crops in SRC for Eastern 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 score0.127
Threshold uncertainty score0.256

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 communication0.0010.000
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 head0.083
GPT teacher head0.317
Teacher spread0.234 · 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

Citations7
Published2023
Admission routes4
Has abstractyes

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