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Record W2892005623 · doi:10.1139/cjfr-2018-0347

Isolation and identification of endophytic diazotrophs from lodgepole pine trees growing at unreclaimed gravel mining pits in central interior British Columbia, Canada

2018· article· en· W2892005623 on OpenAlexafffundvenueabout
Kiran Preet Padda, Akshit Puri, Chris P. Chanway

Bibliographic record

VenueCanadian Journal of Forest Research · 2018
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicLegume Nitrogen Fixing Symbiosis
Canadian institutionsUniversity of British Columbia
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsDiazotrophPinus contortaNitrogen fixationBiologyBotanyPaenibacillus polymyxaEndophyteNitrogenaseBacteria

Abstract

fetched live from OpenAlex

Unreclaimed gravel mining pits located in the central interior of British Columbia have very limited soil nitrogen (N) levels due to gravelly textured soils with weak profile development, no organic forest floor, and low atmospheric N inputs through precipitation. However, lodgepole pine (Pinus contorta var. latifolia Engelm. ex S. Watson) trees can be found growing well at these pits with tissue N content and growth rate unaffected by extremely low soil N levels, indicating that pine trees are able to meet their N requirements from an unknown source. We hypothesized that biological N fixation by bacteria living in the tree tissues (known as endophytic diazotrophs) could be a potential N source for these trees. To test this hypothesis, we isolated 77 potential endophytic diazotrophs from needle, stem, and root tissues of pine trees on N-free culture medium. Of these, 32 bacteria showed positive N-fixing ability when tested for nitrogenase enzyme activity using the acetylene reduction assay. These endophytic N-fixing bacteria were identified as mainly belonging to the genera Pseudomonas, Bacillus, Paenibacillus, and Rhizobium, which are well known for their plant-beneficial traits including N fixation. Therefore, it can be concluded that pine trees growing at these severely N-limited gravel pits naturally harbour endophytic diazotrophs, which could be involved in sustaining their vigorous growth, possibly through biological N fixation.

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 score0.359
Threshold uncertainty score0.721

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 studies0.0020.000
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 head0.022
GPT teacher head0.236
Teacher spread0.213 · 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

Citations25
Published2018
Admission routes4
Has abstractyes

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