Communication Systems in the Genus <i>Burkholderia</i> : Global Regulators and Targets for Novel Antipathogenic Drugs
Bibliographic record
Abstract
The genus Burkholderia not only contains the primary pathogens Burkholderia pseudomallei and Burkholderia mallei but also several species that have emerged as opportunistic pathogens in persons suffering from cystic fibrosis or chronic granulomatous disease and immunocompromised individuals. Burkholderia species utilize quorum-sensing (QS) systems that rely on N-acyl-homoserine lactone (AHL) signal molecules to express virulence factors and other functions in a population-density-dependent manner. Most Burkholderia species employ the CepIR QS system, which relies on N-octanoyl-homoserine lactone. However, some strains harbour multiple QS systems and produce numerous AHLs. QS systems have been demonstrated to be essential for full virulence in various infection models and, thus, these regulatory systems represent attractive targets for the development of novel therapeutics.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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".