Biological nitrogen fixation and plant growth promotion of lodgepole pine by an endophytic diazotroph <i>Paenibacillus polymyxa</i> and its GFP-tagged derivative
Bibliographic record
Abstract
Paenibacillus polymyxa P2b-2R is an endophytic diazotroph originally isolated from lodgepole pine. It is reported to fix significant amounts of nitrogen (N) and promote plant growth. To evaluate the endophytic colonization sites, a green fluorescent protein (GFP) derivative of P2b-2R was generated (P2b–2Rgfp), but the effects of GFP modification on the functioning of P2b-2R have not been fully elucidated yet. In this study, we wanted to confirm and contrast the N-fixing and plant-growth-promoting abilities of P2b-2Rgfp with those of the wild-type P2b-2R in lodgepole pine. Pine seedlings were grown in an N-limited environment and harvested 2, 4, 8, and 12 months after inoculation to evaluate the endophytic and rhizospheric colonization by both strains, the amount of N-fixed, and seedling growth enhancement. Both P2b-2R and P2b-2Rgfp strains formed persistent rhizospheric and endophytic populations; fixed N; and enhanced seedling growth continuously after 4 months. P2b-2Rgfp-treated seedlings outperformed the P2b-2R-treated seedlings in terms of biomass only during the initial stages of plant development, but the differences decreased during the trial and were not significant towards the end. To the best of our knowledge, this is the first study that reports the effects of GFP-tagging of an endophyte when inoculated into a gymnosperm tree species.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".