Geographic Distribution of <I>Wolbachia</I> Infections in <I>Cimex lectularius</I> (Heteroptera: Cimicidae)
Bibliographic record
Abstract
Endosymbiotic Wolbachia bacteria have been previously shown to infect laboratory colonies of the human bed bug, Cimex lectularius L. (Heteroptera: Cimicidae), but little information exists regarding the extent of infection in natural populations. We assayed C. lectularius populations from five North American regions (California, Connecticut, Florida, New York, and Toronto, Canada) and one African region (Macha, Zambia) for Wolbachia infection by the polymerase chain reaction (PCR). Wolbachia infections were prevalent in all populations assayed (83-100%). There were no significant differences in infection frequency between geographic regions, between sexes, or between life stages (adult versus nymph). The potential utility of Wolbachia for alternative bed bug control strategies is discussed.
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How this classification was reachedexpand
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 teacher head, 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".