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Record W4417359325 · doi:10.1080/07060661.2025.2589076

A new inoculation method for spores of <i>Plasmodiophora brassicae</i> in roots of <i>Brassica napus</i>

2025· article· en· W4417359325 on OpenAlexafffundvenue
Ana Priscilla Montenegro Alonso, Dinesh Babu Paudel, Stephen J. Robinson, M. Hossein Borhan

Bibliographic record

VenueCanadian Journal of Plant Pathology · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPlant Disease Resistance and Genetics
Canadian institutionsUniversity of Saskatchewan
FundersAgriculture Funding Consortium
KeywordsSporeInoculationEndosporeBacteria

Abstract

fetched live from OpenAlex

Clubroot disease, caused by the biotrophic protist Plasmodiophora brassicae Woronin, is a significant disease affecting Brassicaceous crops worldwide, including canola (Brassica napus). Genetic resistance is the most effective and widely used control strategy to manage this disease. Effective disease management, through the deployment of clubroot resistance varieties, requires germplasm evaluation, usually carried out by directly injecting P. brassicae spores next to the roots of young seedlings of B. napus, planting into artificially inoculated soils, or by dipping roots in a spore suspension. The soil injection and soil inoculation methods require a large amount of inoculum, and the root-dipping method is labour-intensive and time-consuming, making effective and uniform large-scale inoculation experiments challenging to perform. This study describes a method for P. brassicae clubroot inoculation that involves coculturing young seedlings with a clubroot spore suspension for 24 hours prior to transplanting them into the soil. Radicle-emerged (1–2 days old) or cotyledon-emerged (2–3 days old) seedlings of the susceptible B. napus cultivar DH12075 were cocultured with the spore suspension of the Pb3H pathotype and evaluated for gall formation. This new inoculation method produced a high number of severely infected plants, similar to those obtained with root dipping method. Germinated seed inoculated at the cotyledon-emergence stage produced a slightly higher number of infected plants compared to those inoculated at the radicle-emergence stage. The coculturing method enables rapid, synchronized, and effective inoculation of B. napus with the clubroot pathogen, supporting large-scale resistance screening and crop management.

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 score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.009
GPT teacher head0.230
Teacher spread0.221 · 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
Published2025
Admission routes3
Has abstractyes

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