House fly (Musca domestica) as a transport vector of Giardia lamblia
Bibliographic record
Abstract
The role of arthropods in the indirect transmission of giardiasis has been long suspected but little investigated.A polymerase chain reaction (PCR) assay specific for a heatshock protein (HSP) gene of Giardia lamblia (Lambl, 1859) was used for the direct detection of G. lamblia DNA in house flies (Musca domestica L.) captured in two towns in Aragón (Spain).Six hundred flies were captured and clustered in groups of ten, and each group was processed separately.An amplification product of the expected size (163 bp) was detected in 13 of the 60 groups (22%).Giardia lamblia (Lambl, 1859) is an enteric parasitic protozoon from humans and animals, and is a common cause of parasitic infections in humans in Spain and other countries (Jarabo M.T.,
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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".