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Record W4415290081 · doi:10.1139/cjss-2025-0043

Soil fungal communities are primarily influenced by vegetation rather than fertilizers and fungicides in a lowbush blueberry production system

2025· article· en· W4415290081 on OpenAlexafffundvenueabout
Genevieve Telmosse, Pierre‐Luc Chagnon, Maxime C. Paré

Bibliographic record

VenueCanadian Journal of Soil Science · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicPlant Pathogens and Fungal Diseases
Canadian institutionsCégep Saint-Jean-sur-RichelieuInstitut de Technologie AgroalimentaireAgriculture and Agri-Food CanadaUniversité du Québec à Chicoutimi
FundersFonds de recherche du Québec – Nature et technologiesAgriculture and Agri-Food CanadaNatural Sciences and Engineering Research Council of CanadaCentre SèveUniversité de Montréal
KeywordsFungicideVacciniumBiomass (ecology)FertilizerCropGrowing seasonMyclobutanil

Abstract

fetched live from OpenAlex

Fertilizer and fungicide applications are commonly used in lowbush blueberry cropping systems ( Vaccinium angustifolium Aiton and Vaccinium myrtilloides Michaux) to enhance fruit yield. Such crop inputs can significantly affect soil fungi, a topic that is not well documented, even though these organisms impact the development and survival of lowbush blueberries in natural forest ecosystems. We evaluated soil fungal biomass and community structure in a commercial lowbush blueberry field located in Lac-Saint-Jean, Québec, Canada. Since 2017, mineral fertilizers and fungicide (Proline 480 SC®) have been applied once every 2 years. In-growth sandbags were incubated for 90 days during the 2019 and 2020 growing seasons to collect fungal hyphae biomass in vegetated and unvegetated areas. Soil samples were also collected to analyze the structure of the fungal community using next-generation sequencing. Our results showed that applying fungicide alone increased hyphal biomass in sandbags by 40%, whereas adding both fungicide and fertilizer or fertilizer alone did not change hyphal biomass compared to the control. The structure of the fungal community was only slightly affected by the applications of fungicide and fertilizer, with fungicide decreasing the relative abundances of plant pathogens and fertilizer negatively influencing saprotrophs. Low doses and infrequent applications could explain such weak effects. Among the 33 amplicon sequence variants that were positively associated with the presence of lowbush blueberry plants, eight Penicillium species, four Clavariaceae, two Serendipita species, and one ericoid mycorrhizal fungi ( Oidiodendron maius) were identified.

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 score0.260
Threshold uncertainty score0.518

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.007
GPT teacher head0.208
Teacher spread0.201 · 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

Citations0
Published2025
Admission routes4
Has abstractyes

Explore more

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