A quick guide to the calcium-dependent protein kinase family in <i>Brassica napus</i>
Bibliographic record
Abstract
Brassica napus, commonly known as rapeseed or canola, is an economically valuable oilseed crop grown throughout Canada that currently faces several challenges due to industrial farming practices as well as a changing climate. Calcium-dependent protein kinases (CDPKs) are key regulators of stress signaling in multiple plant species. CDPKs sense changes in cellular calcium levels via a calmodulin-like domain and are able to respond to these changes via their protein kinase domain. In this mini-review, we provide a quick guide to BnaCDPKs. We present an updated phylogeny of the BnaCDPK family in relation to CDPKs from Arabidopsis thaliana and Oryza sativa and we provide a standardized nomenclature for the large BnaCDPK family that contains many co-orthologs. We analyze expression patterns of BnaCDPKs across tissue types and in response to abiotic and biotic stresses, and we summarize known functions of BnaCDPKs. We hope this guide is useful to anyone interested in exploring the prospect of harnessing the potential of BnaCDPKs in the generation of elite cultivars of B. napus.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.026 | 0.027 |
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".