Communication Systems in the Genus <i>Burkholderia</i> : Global Regulators and Targets for Novel Antipathogenic Drugs
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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 it