Observation of infectious Legionella pneumophila in host model Caenorhabditis elegans
Bibliographic record
Abstract
The Gram-negative bacterium Legionella pneumophila is an intracellular parasite of aquatic protozoa. It exhibits a distinct dimorphic lifecycle that alternates between vegetative replicative form (RF) and infectious cyst-like form (CLF). Inadvertent inhalation of aerosolized CLFs by immunocompromised individuals leads to an infection in alveolar macrophages causing Legionnaires' disease. To further study a Legionella infection the use of the multicellular organism Caenorhabditis elegans was done. Differential Interference Contrast (DIC) microscopy of live L. pneumophila infected nematodes shows Legionella-containing vacuoles (LCVs) with motile forms. Transmission Electron Microscopy (TEM) defined the ultrastructure of L. pneumophila forms found in the primary infection site of the intestinal lumen and the secondary infection site in the gonadal tissues. These findings suggest the possible intracellular replication cycle of Legionella occurring in the gonadal tissues of the nematode. Providing insight and a plausible evolutionary origin of the ability of L. pneumophila to manipulate the macrophage innate immune system.
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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".