Arbuscular mycorrhizal impact on proteome and populations of nuclei in pea (Pisum sativum) grown in cadmium contaminated soil
Bibliographic record
Abstract
In the first part, the effects of cadmium (Cd) applied either at planting (Cd1) or 15 days later (Cd2) were studied in 2 pea genotypes (Cd-sensitive VIR4788 and Cd-tolerant VIR7128) inoculated or not with the AM fungus Glomus mosseae BEG12. The G. mosseae development was inhibited by Cd1. Alleviation of the Cd-induced growth reduction by AM was more pronounced in VIR4788. Mycorrhizal symbiosis modulates the expression of root proteins involved in Cd-responses of VIR4788. Changes in ploidy levels represent pea responses towards Cd which are modulated by the symbiotic interaction in VIR4788. In the second part, Cd effects on root growth, mitotic index as well as chromosomal morphology of apical meristems were studied in VIR4788, VIR7128 and cv. Frisson. Increasing Cd concentrations decreased root growth, mitotic index and caused chromosome irregularities.
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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) | 0.001 | 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".